id	sid	tid	token	lemma	pos
altman-building-2020	1	1	Building	build	VBG
altman-building-2020	1	2	a	a	DT
altman-building-2020	1	3	Machine	Machine	NNP
altman-building-2020	1	4	Learning	Learning	NNP
altman-building-2020	1	5	Pipeline	Pipeline	NNP
altman-building-2020	1	6	As	as	IN
altman-building-2020	1	7	a	a	DT
altman-building-2020	1	8	new	new	JJ
altman-building-2020	1	9	machine	machine	NN
altman-building-2020	1	10	learning	learning	NN
altman-building-2020	1	11	(	(	-LRB-
altman-building-2020	1	12	ML	ML	NNP
altman-building-2020	1	13	)	)	-RRB-
altman-building-2020	1	14	practitioner	practitioner	NN
altman-building-2020	1	15	,	,	,
altman-building-2020	1	16	it	-PRON-	PRP
altman-building-2020	1	17	is	be	VBZ
altman-building-2020	1	18	important	important	JJ
altman-building-2020	1	19	to	to	TO
altman-building-2020	1	20	develop	develop	VB
altman-building-2020	1	21	a	a	DT
altman-building-2020	1	22	mindful	mindful	JJ
altman-building-2020	1	23	approach	approach	NN
altman-building-2020	1	24	to	to	IN
altman-building-2020	1	25	the	the	DT
altman-building-2020	1	26	craft	craft	NN
altman-building-2020	1	27	.	.	.
altman-building-2020	2	1	By	by	IN
altman-building-2020	2	2	mindful	mindful	JJ
altman-building-2020	2	3	,	,	,
altman-building-2020	2	4	I	-PRON-	PRP
altman-building-2020	2	5	mean	mean	VBP
altman-building-2020	2	6	possessing	possess	VBG
altman-building-2020	2	7	the	the	DT
altman-building-2020	2	8	ability	ability	NN
altman-building-2020	2	9	to	to	TO
altman-building-2020	2	10	think	think	VB
altman-building-2020	2	11	clearly	clearly	RB
altman-building-2020	2	12	about	about	IN
altman-building-2020	2	13	each	each	DT
altman-building-2020	2	14	individual	individual	JJ
altman-building-2020	2	15	piece	piece	NN
altman-building-2020	2	16	of	of	IN
altman-building-2020	2	17	the	the	DT
altman-building-2020	2	18	process	process	NN
altman-building-2020	2	19	,	,	,
altman-building-2020	2	20	and	and	CC
altman-building-2020	2	21	understanding	understand	VBG
altman-building-2020	2	22	how	how	WRB
altman-building-2020	2	23	each	each	DT
altman-building-2020	2	24	piece	piece	NN
altman-building-2020	2	25	fits	fit	VBZ
altman-building-2020	2	26	into	into	IN
altman-building-2020	2	27	the	the	DT
altman-building-2020	2	28	larger	large	JJR
altman-building-2020	2	29	whole	whole	NN
altman-building-2020	2	30	.	.	.
altman-building-2020	3	1	In	in	IN
altman-building-2020	3	2	my	-PRON-	PRP$
altman-building-2020	3	3	experience	experience	NN
altman-building-2020	3	4	,	,	,
altman-building-2020	3	5	there	there	EX
altman-building-2020	3	6	are	be	VBP
altman-building-2020	3	7	many	many	JJ
altman-building-2020	3	8	good	good	JJ
altman-building-2020	3	9	tutorials	tutorial	NNS
altman-building-2020	3	10	available	available	JJ
altman-building-2020	3	11	that	that	WDT
altman-building-2020	3	12	will	will	MD
altman-building-2020	3	13	help	help	VB
altman-building-2020	3	14	you	-PRON-	PRP
altman-building-2020	3	15	work	work	VB
altman-building-2020	3	16	with	with	IN
altman-building-2020	3	17	an	an	DT
altman-building-2020	3	18	individual	individual	JJ
altman-building-2020	3	19	tool	tool	NN
altman-building-2020	3	20	,	,	,
altman-building-2020	3	21	deploy	deploy	VB
altman-building-2020	3	22	a	a	DT
altman-building-2020	3	23	specific	specific	JJ
altman-building-2020	3	24	algorithm	algorithm	NN
altman-building-2020	3	25	,	,	,
altman-building-2020	3	26	or	or	CC
altman-building-2020	3	27	complete	complete	VB
altman-building-2020	3	28	a	a	DT
altman-building-2020	3	29	single	single	JJ
altman-building-2020	3	30	task	task	NN
altman-building-2020	3	31	.	.	.
altman-building-2020	4	1	It	-PRON-	PRP
altman-building-2020	4	2	is	be	VBZ
altman-building-2020	4	3	more	more	RBR
altman-building-2020	4	4	difficult	difficult	JJ
altman-building-2020	4	5	to	to	TO
altman-building-2020	4	6	find	find	VB
altman-building-2020	4	7	guidelines	guideline	NNS
altman-building-2020	4	8	for	for	IN
altman-building-2020	4	9	building	build	VBG
altman-building-2020	4	10	a	a	DT
altman-building-2020	4	11	holistic	holistic	JJ
altman-building-2020	4	12	system	system	NN
altman-building-2020	4	13	that	that	WDT
altman-building-2020	4	14	supports	support	VBZ
altman-building-2020	4	15	the	the	DT
altman-building-2020	4	16	entire	entire	JJ
altman-building-2020	4	17	ML	ML	NNP
altman-building-2020	4	18	workflow	workflow	NN
altman-building-2020	4	19	.	.	.
altman-building-2020	5	1	My	-PRON-	PRP$
altman-building-2020	5	2	aim	aim	NN
altman-building-2020	5	3	is	be	VBZ
altman-building-2020	5	4	to	to	TO
altman-building-2020	5	5	help	help	VB
altman-building-2020	5	6	you	-PRON-	PRP
altman-building-2020	5	7	build	build	VB
altman-building-2020	5	8	just	just	RB
altman-building-2020	5	9	such	such	PDT
altman-building-2020	5	10	a	a	DT
altman-building-2020	5	11	system	system	NN
altman-building-2020	5	12	,	,	,
altman-building-2020	5	13	so	so	IN
altman-building-2020	5	14	that	that	IN
altman-building-2020	5	15	you	-PRON-	PRP
altman-building-2020	5	16	are	be	VBP
altman-building-2020	5	17	free	free	JJ
altman-building-2020	5	18	to	to	TO
altman-building-2020	5	19	focus	focus	VB
altman-building-2020	5	20	on	on	IN
altman-building-2020	5	21	inquiry	inquiry	NN
altman-building-2020	5	22	and	and	CC
altman-building-2020	5	23	discovery	discovery	NN
altman-building-2020	5	24	rather	rather	RB
altman-building-2020	5	25	than	than	IN
altman-building-2020	5	26	struggling	struggle	VBG
altman-building-2020	5	27	with	with	IN
altman-building-2020	5	28	infrastructure	infrastructure	NN
altman-building-2020	5	29	and	and	CC
altman-building-2020	5	30	process	process	NN
altman-building-2020	5	31	.	.	.
altman-building-2020	6	1	I	-PRON-	PRP
altman-building-2020	6	2	write	write	VBP
altman-building-2020	6	3	this	this	DT
altman-building-2020	6	4	as	as	IN
altman-building-2020	6	5	a	a	DT
altman-building-2020	6	6	software	software	NN
altman-building-2020	6	7	developer	developer	NN
altman-building-2020	6	8	who	who	WP
altman-building-2020	6	9	has	have	VBZ
altman-building-2020	6	10	,	,	,
altman-building-2020	6	11	at	at	IN
altman-building-2020	6	12	one	one	CD
altman-building-2020	6	13	time	time	NN
altman-building-2020	6	14	or	or	CC
altman-building-2020	6	15	another	another	DT
altman-building-2020	6	16	,	,	,
altman-building-2020	6	17	been	be	VBN
altman-building-2020	6	18	on	on	IN
altman-building-2020	6	19	the	the	DT
altman-building-2020	6	20	wrong	wrong	JJ
altman-building-2020	6	21	end	end	NN
altman-building-2020	6	22	of	of	IN
altman-building-2020	6	23	all	all	PDT
altman-building-2020	6	24	the	the	DT
altman-building-2020	6	25	recommendations	recommendation	NNS
altman-building-2020	6	26	presented	present	VBN
altman-building-2020	6	27	here	here	RB
altman-building-2020	6	28	,	,	,
altman-building-2020	6	29	and	and	CC
altman-building-2020	6	30	hopes	hope	VBZ
altman-building-2020	6	31	to	to	TO
altman-building-2020	6	32	save	save	VB
altman-building-2020	6	33	you	-PRON-	PRP
altman-building-2020	6	34	from	from	IN
altman-building-2020	6	35	similar	similar	JJ
altman-building-2020	6	36	headaches	headache	NNS
altman-building-2020	6	37	.	.	.
altman-building-2020	7	1	Many	many	JJ
altman-building-2020	7	2	of	of	IN
altman-building-2020	7	3	the	the	DT
altman-building-2020	7	4	examples	example	NNS
altman-building-2020	7	5	and	and	CC
altman-building-2020	7	6	design	design	NN
altman-building-2020	7	7	choices	choice	NNS
altman-building-2020	7	8	are	be	VBP
altman-building-2020	7	9	drawn	draw	VBN
altman-building-2020	7	10	from	from	IN
altman-building-2020	7	11	my	-PRON-	PRP$
altman-building-2020	7	12	experiences	experience	NNS
altman-building-2020	7	13	at	at	IN
altman-building-2020	7	14	the	the	DT
altman-building-2020	7	15	Digital	Digital	NNP
altman-building-2020	7	16	Public	Public	NNP
altman-building-2020	7	17	Library	Library	NNP
altman-building-2020	7	18	of	of	IN
altman-building-2020	7	19	America	America	NNP
altman-building-2020	7	20	,	,	,
altman-building-2020	7	21	where	where	WRB
altman-building-2020	7	22	I	-PRON-	PRP
altman-building-2020	7	23	have	have	VBP
altman-building-2020	7	24	worked	work	VBN
altman-building-2020	7	25	alongside	alongside	IN
altman-building-2020	7	26	a	a	DT
altman-building-2020	7	27	very	very	RB
altman-building-2020	7	28	talented	talented	JJ
altman-building-2020	7	29	team	team	NN
altman-building-2020	7	30	of	of	IN
altman-building-2020	7	31	developers	developer	NNS
altman-building-2020	7	32	.	.	.
altman-building-2020	8	1	This	this	DT
altman-building-2020	8	2	is	be	VBZ
altman-building-2020	8	3	by	by	IN
altman-building-2020	8	4	no	no	DT
altman-building-2020	8	5	means	means	NN
altman-building-2020	8	6	an	an	DT
altman-building-2020	8	7	exhaustive	exhaustive	JJ
altman-building-2020	8	8	text	text	NN
altman-building-2020	8	9	,	,	,
altman-building-2020	8	10	but	but	CC
altman-building-2020	8	11	rather	rather	RB
altman-building-2020	8	12	a	a	DT
altman-building-2020	8	13	bit	bit	NN
altman-building-2020	8	14	of	of	IN
altman-building-2020	8	15	pragmatic	pragmatic	JJ
altman-building-2020	8	16	advice	advice	NN
altman-building-2020	8	17	and	and	CC
altman-building-2020	8	18	a	a	DT
altman-building-2020	8	19	jumping	jumping	NN
altman-building-2020	8	20	-	-	HYPH
altman-building-2020	8	21	off	off	RP
altman-building-2020	8	22	point	point	NN
altman-building-2020	8	23	for	for	IN
altman-building-2020	8	24	further	further	JJ
altman-building-2020	8	25	research	research	NN
altman-building-2020	8	26	,	,	,
altman-building-2020	8	27	designed	design	VBN
altman-building-2020	8	28	to	to	TO
altman-building-2020	8	29	give	give	VB
altman-building-2020	8	30	you	-PRON-	PRP
altman-building-2020	8	31	a	a	DT
altman-building-2020	8	32	clearer	clear	JJR
altman-building-2020	8	33	idea	idea	NN
altman-building-2020	8	34	of	of	IN
altman-building-2020	8	35	which	which	WDT
altman-building-2020	8	36	questions	question	NNS
altman-building-2020	8	37	to	to	TO
altman-building-2020	8	38	ask	ask	VB
altman-building-2020	8	39	throughout	throughout	IN
altman-building-2020	8	40	your	-PRON-	PRP$
altman-building-2020	8	41	practice	practice	NN
altman-building-2020	8	42	.	.	.
altman-building-2020	9	1	This	this	DT
altman-building-2020	9	2	article	article	NN
altman-building-2020	9	3	reviews	review	VBZ
altman-building-2020	9	4	the	the	DT
altman-building-2020	9	5	basic	basic	JJ
altman-building-2020	9	6	machine	machine	NN
altman-building-2020	9	7	learning	learning	NN
altman-building-2020	9	8	workflow	workflow	NN
altman-building-2020	9	9	,	,	,
altman-building-2020	9	10	discussing	discuss	VBG
altman-building-2020	9	11	design	design	NN
altman-building-2020	9	12	considerations	consideration	NNS
altman-building-2020	9	13	along	along	IN
altman-building-2020	9	14	the	the	DT
altman-building-2020	9	15	way	way	NN
altman-building-2020	9	16	.	.	.
altman-building-2020	10	1	It	-PRON-	PRP
altman-building-2020	10	2	offers	offer	VBZ
altman-building-2020	10	3	recommendations	recommendation	NNS
altman-building-2020	10	4	for	for	IN
altman-building-2020	10	5	data	datum	NNS
altman-building-2020	10	6	storage	storage	NN
altman-building-2020	10	7	,	,	,
altman-building-2020	10	8	guidelines	guideline	NNS
altman-building-2020	10	9	on	on	IN
altman-building-2020	10	10	selecting	select	VBG
altman-building-2020	10	11	and	and	CC
altman-building-2020	10	12	working	work	VBG
altman-building-2020	10	13	with	with	IN
altman-building-2020	10	14	ML	ML	NNP
altman-building-2020	10	15	algorithms	algorithm	NNS
altman-building-2020	10	16	,	,	,
altman-building-2020	10	17	and	and	CC
altman-building-2020	10	18	questions	question	NNS
altman-building-2020	10	19	for	for	IN
altman-building-2020	10	20	tool	tool	NN
altman-building-2020	10	21	selection	selection	NN
altman-building-2020	10	22	.	.	.
altman-building-2020	11	1	Finally	finally	RB
altman-building-2020	11	2	,	,	,
altman-building-2020	11	3	it	-PRON-	PRP
altman-building-2020	11	4	describes	describe	VBZ
altman-building-2020	11	5	some	some	DT
altman-building-2020	11	6	challenges	challenge	NNS
altman-building-2020	11	7	with	with	IN
altman-building-2020	11	8	scaling	scale	VBG
altman-building-2020	11	9	up	up	RP
altman-building-2020	11	10	.	.	.
altman-building-2020	12	1	My	-PRON-	PRP$
altman-building-2020	12	2	hope	hope	NN
altman-building-2020	12	3	is	be	VBZ
altman-building-2020	12	4	that	that	IN
altman-building-2020	12	5	the	the	DT
altman-building-2020	12	6	insight	insight	NN
altman-building-2020	12	7	presented	present	VBD
altman-building-2020	12	8	here	here	RB
altman-building-2020	12	9	,	,	,
altman-building-2020	12	10	combined	combine	VBN
altman-building-2020	12	11	with	with	IN
altman-building-2020	12	12	your	-PRON-	PRP$
altman-building-2020	12	13	good	good	JJ
altman-building-2020	12	14	judgement	judgement	NN
altman-building-2020	12	15	,	,	,
altman-building-2020	12	16	will	will	MD
altman-building-2020	12	17	empower	empower	VB
altman-building-2020	12	18	you	-PRON-	PRP
altman-building-2020	12	19	to	to	TO
altman-building-2020	12	20	get	get	VB
altman-building-2020	12	21	started	start	VBN
altman-building-2020	12	22	with	with	IN
altman-building-2020	12	23	the	the	DT
altman-building-2020	12	24	actual	actual	JJ
altman-building-2020	12	25	practice	practice	NN
altman-building-2020	12	26	of	of	IN
altman-building-2020	12	27	designing	design	VBG
altman-building-2020	12	28	and	and	CC
altman-building-2020	12	29	executing	execute	VBG
altman-building-2020	12	30	a	a	DT
altman-building-2020	12	31	machine	machine	NN
altman-building-2020	12	32	learning	learning	NN
altman-building-2020	12	33	project	project	NN
altman-building-2020	12	34	.	.	.
altman-building-2020	13	1	The	the	DT
altman-building-2020	13	2	machine	machine	NN
altman-building-2020	13	3	learning	learning	NN
altman-building-2020	13	4	pipeline	pipeline	NN
altman-building-2020	13	5	The	the	DT
altman-building-2020	13	6	metaphor	metaphor	NN
altman-building-2020	13	7	of	of	IN
altman-building-2020	13	8	a	a	DT
altman-building-2020	13	9	pipeline	pipeline	NN
altman-building-2020	13	10	is	be	VBZ
altman-building-2020	13	11	often	often	RB
altman-building-2020	13	12	used	use	VBN
altman-building-2020	13	13	for	for	IN
altman-building-2020	13	14	a	a	DT
altman-building-2020	13	15	machine	machine	NN
altman-building-2020	13	16	learning	learn	VBG
altman-building-2020	13	17	workflow	workflow	NN
altman-building-2020	13	18	.	.	.
altman-building-2020	14	1	This	this	DT
altman-building-2020	14	2	metaphor	metaphor	NN
altman-building-2020	14	3	captures	capture	VBZ
altman-building-2020	14	4	the	the	DT
altman-building-2020	14	5	idea	idea	NN
altman-building-2020	14	6	of	of	IN
altman-building-2020	14	7	data	datum	NNS
altman-building-2020	14	8	channeled	channel	VBN
altman-building-2020	14	9	through	through	IN
altman-building-2020	14	10	a	a	DT
altman-building-2020	14	11	series	series	NN
altman-building-2020	14	12	of	of	IN
altman-building-2020	14	13	sequential	sequential	JJ
altman-building-2020	14	14	transformations	transformation	NNS
altman-building-2020	14	15	.	.	.
altman-building-2020	15	1	However	however	RB
altman-building-2020	15	2	,	,	,
altman-building-2020	15	3	it	-PRON-	PRP
altman-building-2020	15	4	is	be	VBZ
altman-building-2020	15	5	important	important	JJ
altman-building-2020	15	6	to	to	TO
altman-building-2020	15	7	note	note	VB
altman-building-2020	15	8	that	that	IN
altman-building-2020	15	9	each	each	DT
altman-building-2020	15	10	stage	stage	NN
altman-building-2020	15	11	in	in	IN
altman-building-2020	15	12	the	the	DT
altman-building-2020	15	13	process	process	NN
altman-building-2020	15	14	will	will	MD
altman-building-2020	15	15	need	need	VB
altman-building-2020	15	16	to	to	TO
altman-building-2020	15	17	be	be	VB
altman-building-2020	15	18	repeated	repeat	VBN
altman-building-2020	15	19	and	and	CC
altman-building-2020	15	20	honed	hone	VBN
altman-building-2020	15	21	throughout	throughout	IN
altman-building-2020	15	22	the	the	DT
altman-building-2020	15	23	course	course	NN
altman-building-2020	15	24	of	of	IN
altman-building-2020	15	25	your	-PRON-	PRP$
altman-building-2020	15	26	project	project	NN
altman-building-2020	15	27	.	.	.
altman-building-2020	16	1	Therefore	therefore	RB
altman-building-2020	16	2	,	,	,
altman-building-2020	16	3	do	do	VBP
altman-building-2020	16	4	n’t	not	RB
altman-building-2020	16	5	think	think	VB
altman-building-2020	16	6	of	of	IN
altman-building-2020	16	7	yourself	-PRON-	PRP
altman-building-2020	16	8	as	as	IN
altman-building-2020	16	9	building	build	VBG
altman-building-2020	16	10	a	a	DT
altman-building-2020	16	11	single	single	JJ
altman-building-2020	16	12	intelligent	intelligent	JJ
altman-building-2020	16	13	model	model	NN
altman-building-2020	16	14	,	,	,
altman-building-2020	16	15	such	such	JJ
altman-building-2020	16	16	as	as	IN
altman-building-2020	16	17	a	a	DT
altman-building-2020	16	18	decision	decision	NN
altman-building-2020	16	19	tree	tree	NN
altman-building-2020	16	20	or	or	CC
altman-building-2020	16	21	clustering	clustering	NN
altman-building-2020	16	22	algorithm	algorithm	NN
altman-building-2020	16	23	.	.	.
altman-building-2020	17	1	Instead	instead	RB
altman-building-2020	17	2	,	,	,
altman-building-2020	17	3	build	build	VB
altman-building-2020	17	4	a	a	DT
altman-building-2020	17	5	pipeline	pipeline	NN
altman-building-2020	17	6	with	with	IN
altman-building-2020	17	7	pieces	piece	NNS
altman-building-2020	17	8	that	that	WDT
altman-building-2020	17	9	can	can	MD
altman-building-2020	17	10	be	be	VB
altman-building-2020	17	11	swapped	swap	VBN
altman-building-2020	17	12	in	in	IN
altman-building-2020	17	13	and	and	CC
altman-building-2020	17	14	out	out	RB
altman-building-2020	17	15	as	as	IN
altman-building-2020	17	16	needed	need	VBN
altman-building-2020	17	17	.	.	.
altman-building-2020	18	1	Data	datum	NNS
altman-building-2020	18	2	flows	flow	VBZ
altman-building-2020	18	3	through	through	IN
altman-building-2020	18	4	the	the	DT
altman-building-2020	18	5	pipeline	pipeline	NN
altman-building-2020	18	6	and	and	CC
altman-building-2020	18	7	outputs	output	VBZ
altman-building-2020	18	8	a	a	DT
altman-building-2020	18	9	version	version	NN
altman-building-2020	18	10	of	of	IN
altman-building-2020	18	11	a	a	DT
altman-building-2020	18	12	decision	decision	NN
altman-building-2020	18	13	tree	tree	NN
altman-building-2020	18	14	,	,	,
altman-building-2020	18	15	clustering	cluster	VBG
altman-building-2020	18	16	algorithm	algorithm	NN
altman-building-2020	18	17	,	,	,
altman-building-2020	18	18	or	or	CC
altman-building-2020	18	19	other	other	JJ
altman-building-2020	18	20	intelligent	intelligent	JJ
altman-building-2020	18	21	model	model	NN
altman-building-2020	18	22	.	.	.
altman-building-2020	19	1	Throughout	throughout	IN
altman-building-2020	19	2	your	-PRON-	PRP$
altman-building-2020	19	3	process	process	NN
altman-building-2020	19	4	,	,	,
altman-building-2020	19	5	you	-PRON-	PRP
altman-building-2020	19	6	will	will	MD
altman-building-2020	19	7	tweak	tweak	VB
altman-building-2020	19	8	your	-PRON-	PRP$
altman-building-2020	19	9	pipeline	pipeline	NN
altman-building-2020	19	10	,	,	,
altman-building-2020	19	11	making	make	VBG
altman-building-2020	19	12	many	many	JJ
altman-building-2020	19	13	intelligent	intelligent	JJ
altman-building-2020	19	14	models	model	NNS
altman-building-2020	19	15	.	.	.
altman-building-2020	20	1	Eventually	eventually	RB
altman-building-2020	20	2	you	-PRON-	PRP
altman-building-2020	20	3	will	will	MD
altman-building-2020	20	4	select	select	VB
altman-building-2020	20	5	the	the	DT
altman-building-2020	20	6	best	good	JJS
altman-building-2020	20	7	model	model	NN
altman-building-2020	20	8	for	for	IN
altman-building-2020	20	9	your	-PRON-	PRP$
altman-building-2020	20	10	use	use	NN
altman-building-2020	20	11	case	case	NN
altman-building-2020	20	12	.	.	.
altman-building-2020	21	1	To	to	TO
altman-building-2020	21	2	use	use	VB
altman-building-2020	21	3	another	another	DT
altman-building-2020	21	4	metaphor	metaphor	NN
altman-building-2020	21	5	,	,	,
altman-building-2020	21	6	do	do	VB
altman-building-2020	21	7	n’t	not	RB
altman-building-2020	21	8	build	build	VB
altman-building-2020	21	9	a	a	DT
altman-building-2020	21	10	car	car	NN
altman-building-2020	21	11	,	,	,
altman-building-2020	21	12	build	build	VB
altman-building-2020	21	13	an	an	DT
altman-building-2020	21	14	assembly	assembly	NN
altman-building-2020	21	15	line	line	NN
altman-building-2020	21	16	for	for	IN
altman-building-2020	21	17	making	make	VBG
altman-building-2020	21	18	cars	car	NNS
altman-building-2020	21	19	.	.	.
altman-building-2020	22	1	While	while	IN
altman-building-2020	22	2	the	the	DT
altman-building-2020	22	3	final	final	JJ
altman-building-2020	22	4	output	output	NN
altman-building-2020	22	5	of	of	IN
altman-building-2020	22	6	a	a	DT
altman-building-2020	22	7	machine	machine	NN
altman-building-2020	22	8	learning	learning	NN
altman-building-2020	22	9	workflow	workflow	NN
altman-building-2020	22	10	is	be	VBZ
altman-building-2020	22	11	some	some	DT
altman-building-2020	22	12	sort	sort	NN
altman-building-2020	22	13	of	of	IN
altman-building-2020	22	14	intelligent	intelligent	JJ
altman-building-2020	22	15	model	model	NN
altman-building-2020	22	16	,	,	,
altman-building-2020	22	17	there	there	EX
altman-building-2020	22	18	are	be	VBP
altman-building-2020	22	19	many	many	JJ
altman-building-2020	22	20	factors	factor	NNS
altman-building-2020	22	21	that	that	WDT
altman-building-2020	22	22	make	make	VBP
altman-building-2020	22	23	repetition	repetition	NN
altman-building-2020	22	24	and	and	CC
altman-building-2020	22	25	iteration	iteration	NN
altman-building-2020	22	26	necessary	necessary	JJ
altman-building-2020	22	27	.	.	.
altman-building-2020	23	1	ML	ML	NNP
altman-building-2020	23	2	processes	process	NNS
altman-building-2020	23	3	often	often	RB
altman-building-2020	23	4	involve	involve	VBP
altman-building-2020	23	5	subjective	subjective	JJ
altman-building-2020	23	6	decisions	decision	NNS
altman-building-2020	23	7	,	,	,
altman-building-2020	23	8	such	such	JJ
altman-building-2020	23	9	as	as	IN
altman-building-2020	23	10	which	which	WDT
altman-building-2020	23	11	data	data	NN
altman-building-2020	23	12	points	point	NNS
altman-building-2020	23	13	to	to	TO
altman-building-2020	23	14	ignore	ignore	VB
altman-building-2020	23	15	,	,	,
altman-building-2020	23	16	or	or	CC
altman-building-2020	23	17	which	which	WDT
altman-building-2020	23	18	configurations	configuration	VBZ
altman-building-2020	23	19	you	-PRON-	PRP
altman-building-2020	23	20	select	select	VBP
altman-building-2020	23	21	for	for	IN
altman-building-2020	23	22	your	-PRON-	PRP$
altman-building-2020	23	23	algorithm	algorithm	NN
altman-building-2020	23	24	.	.	.
altman-building-2020	24	1	You	-PRON-	PRP
altman-building-2020	24	2	will	will	MD
altman-building-2020	24	3	want	want	VB
altman-building-2020	24	4	to	to	TO
altman-building-2020	24	5	test	test	VB
altman-building-2020	24	6	different	different	JJ
altman-building-2020	24	7	possibilities	possibility	NNS
altman-building-2020	24	8	to	to	TO
altman-building-2020	24	9	see	see	VB
altman-building-2020	24	10	what	what	WP
altman-building-2020	24	11	works	work	VBZ
altman-building-2020	24	12	best	well	RBS
altman-building-2020	24	13	.	.	.
altman-building-2020	25	1	As	as	IN
altman-building-2020	25	2	you	-PRON-	PRP
altman-building-2020	25	3	learn	learn	VBP
altman-building-2020	25	4	more	more	JJR
altman-building-2020	25	5	about	about	IN
altman-building-2020	25	6	your	-PRON-	PRP$
altman-building-2020	25	7	dataset	dataset	NN
altman-building-2020	25	8	throughout	throughout	IN
altman-building-2020	25	9	the	the	DT
altman-building-2020	25	10	course	course	NN
altman-building-2020	25	11	of	of	IN
altman-building-2020	25	12	the	the	DT
altman-building-2020	25	13	project	project	NN
altman-building-2020	25	14	,	,	,
altman-building-2020	25	15	you	-PRON-	PRP
altman-building-2020	25	16	will	will	MD
altman-building-2020	25	17	go	go	VB
altman-building-2020	25	18	back	back	RB
altman-building-2020	25	19	and	and	CC
altman-building-2020	25	20	tweak	tweak	VB
altman-building-2020	25	21	parts	part	NNS
altman-building-2020	25	22	of	of	IN
altman-building-2020	25	23	your	-PRON-	PRP$
altman-building-2020	25	24	process	process	NN
altman-building-2020	25	25	.	.	.
altman-building-2020	26	1	You	-PRON-	PRP
altman-building-2020	26	2	may	may	MD
altman-building-2020	26	3	discover	discover	VB
altman-building-2020	26	4	biases	bias	NNS
altman-building-2020	26	5	in	in	IN
altman-building-2020	26	6	your	-PRON-	PRP$
altman-building-2020	26	7	data	datum	NNS
altman-building-2020	26	8	or	or	CC
altman-building-2020	26	9	algorithms	algorithm	NNS
altman-building-2020	26	10	that	that	WDT
altman-building-2020	26	11	need	need	VBP
altman-building-2020	26	12	to	to	TO
altman-building-2020	26	13	be	be	VB
altman-building-2020	26	14	addressed	address	VBN
altman-building-2020	26	15	.	.	.
altman-building-2020	27	1	If	if	IN
altman-building-2020	27	2	you	-PRON-	PRP
altman-building-2020	27	3	are	be	VBP
altman-building-2020	27	4	working	work	VBG
altman-building-2020	27	5	collaboratively	collaboratively	RB
altman-building-2020	27	6	,	,	,
altman-building-2020	27	7	you	-PRON-	PRP
altman-building-2020	27	8	will	will	MD
altman-building-2020	27	9	be	be	VB
altman-building-2020	27	10	incorporating	incorporate	VBG
altman-building-2020	27	11	asynchronous	asynchronous	JJ
altman-building-2020	27	12	feedback	feedback	NN
altman-building-2020	27	13	from	from	IN
altman-building-2020	27	14	members	member	NNS
altman-building-2020	27	15	of	of	IN
altman-building-2020	27	16	your	-PRON-	PRP$
altman-building-2020	27	17	team	team	NN
altman-building-2020	27	18	.	.	.
altman-building-2020	28	1	At	at	IN
altman-building-2020	28	2	some	some	DT
altman-building-2020	28	3	point	point	NN
altman-building-2020	28	4	,	,	,
altman-building-2020	28	5	you	-PRON-	PRP
altman-building-2020	28	6	may	may	MD
altman-building-2020	28	7	need	need	VB
altman-building-2020	28	8	to	to	TO
altman-building-2020	28	9	introduce	introduce	VB
altman-building-2020	28	10	new	new	JJ
altman-building-2020	28	11	or	or	CC
altman-building-2020	28	12	revised	revise	VBN
altman-building-2020	28	13	data	datum	NNS
altman-building-2020	28	14	,	,	,
altman-building-2020	28	15	or	or	CC
altman-building-2020	28	16	try	try	VB
altman-building-2020	28	17	a	a	DT
altman-building-2020	28	18	new	new	JJ
altman-building-2020	28	19	tool	tool	NN
altman-building-2020	28	20	or	or	CC
altman-building-2020	28	21	algorithm	algorithm	NN
altman-building-2020	28	22	.	.	.
altman-building-2020	29	1	It	-PRON-	PRP
altman-building-2020	29	2	is	be	VBZ
altman-building-2020	29	3	also	also	RB
altman-building-2020	29	4	prudent	prudent	JJ
altman-building-2020	29	5	to	to	TO
altman-building-2020	29	6	expect	expect	VB
altman-building-2020	29	7	and	and	CC
altman-building-2020	29	8	plan	plan	VB
altman-building-2020	29	9	for	for	IN
altman-building-2020	29	10	errors	error	NNS
altman-building-2020	29	11	.	.	.
altman-building-2020	30	1	Human	human	JJ
altman-building-2020	30	2	errors	error	NNS
altman-building-2020	30	3	are	be	VBP
altman-building-2020	30	4	inevitable	inevitable	JJ
altman-building-2020	30	5	,	,	,
altman-building-2020	30	6	and	and	CC
altman-building-2020	30	7	hardware	hardware	NN
altman-building-2020	30	8	errors	error	NNS
altman-building-2020	30	9	,	,	,
altman-building-2020	30	10	such	such	JJ
altman-building-2020	30	11	as	as	IN
altman-building-2020	30	12	network	network	NN
altman-building-2020	30	13	timeouts	timeout	NNS
altman-building-2020	30	14	or	or	CC
altman-building-2020	30	15	memory	memory	NN
altman-building-2020	30	16	overloads	overload	NNS
altman-building-2020	30	17	,	,	,
altman-building-2020	30	18	are	be	VBP
altman-building-2020	30	19	common	common	JJ
altman-building-2020	30	20	.	.	.
altman-building-2020	31	1	For	for	IN
altman-building-2020	31	2	all	all	DT
altman-building-2020	31	3	of	of	IN
altman-building-2020	31	4	these	these	DT
altman-building-2020	31	5	reasons	reason	NNS
altman-building-2020	31	6	,	,	,
altman-building-2020	31	7	you	-PRON-	PRP
altman-building-2020	31	8	will	will	MD
altman-building-2020	31	9	be	be	VB
altman-building-2020	31	10	well	well	RB
altman-building-2020	31	11	-	-	HYPH
altman-building-2020	31	12	served	serve	VBN
altman-building-2020	31	13	by	by	IN
altman-building-2020	31	14	a	a	DT
altman-building-2020	31	15	pipeline	pipeline	NN
altman-building-2020	31	16	composed	compose	VBN
altman-building-2020	31	17	of	of	IN
altman-building-2020	31	18	modular	modular	JJ
altman-building-2020	31	19	,	,	,
altman-building-2020	31	20	repeatable	repeatable	JJ
altman-building-2020	31	21	steps	step	NNS
altman-building-2020	31	22	,	,	,
altman-building-2020	31	23	each	each	DT
altman-building-2020	31	24	with	with	IN
altman-building-2020	31	25	discrete	discrete	JJ
altman-building-2020	31	26	and	and	CC
altman-building-2020	31	27	stable	stable	JJ
altman-building-2020	31	28	output	output	NN
altman-building-2020	31	29	.	.	.
altman-building-2020	32	1	A	a	DT
altman-building-2020	32	2	modular	modular	JJ
altman-building-2020	32	3	pipeline	pipeline	NN
altman-building-2020	32	4	supports	support	VBZ
altman-building-2020	32	5	a	a	DT
altman-building-2020	32	6	batch	batch	NN
altman-building-2020	32	7	processing	processing	NN
altman-building-2020	32	8	workflow	workflow	NN
altman-building-2020	32	9	,	,	,
altman-building-2020	32	10	in	in	IN
altman-building-2020	32	11	which	which	WDT
altman-building-2020	32	12	whole	whole	JJ
altman-building-2020	32	13	datasets	dataset	NNS
altman-building-2020	32	14	undergo	undergo	VBP
altman-building-2020	32	15	a	a	DT
altman-building-2020	32	16	series	series	NN
altman-building-2020	32	17	of	of	IN
altman-building-2020	32	18	transformations	transformation	NNS
altman-building-2020	32	19	.	.	.
altman-building-2020	33	1	During	during	IN
altman-building-2020	33	2	each	each	DT
altman-building-2020	33	3	step	step	NN
altman-building-2020	33	4	of	of	IN
altman-building-2020	33	5	the	the	DT
altman-building-2020	33	6	process	process	NN
altman-building-2020	33	7	,	,	,
altman-building-2020	33	8	a	a	DT
altman-building-2020	33	9	large	large	JJ
altman-building-2020	33	10	amount	amount	NN
altman-building-2020	33	11	of	of	IN
altman-building-2020	33	12	data	datum	NNS
altman-building-2020	33	13	(	(	-LRB-
altman-building-2020	33	14	possibly	possibly	RB
altman-building-2020	33	15	the	the	DT
altman-building-2020	33	16	entire	entire	JJ
altman-building-2020	33	17	dataset	dataset	NN
altman-building-2020	33	18	)	)	-RRB-
altman-building-2020	33	19	is	be	VBZ
altman-building-2020	33	20	transformed	transform	VBN
altman-building-2020	33	21	all	all	RB
altman-building-2020	33	22	at	at	IN
altman-building-2020	33	23	once	once	RB
altman-building-2020	33	24	and	and	CC
altman-building-2020	33	25	then	then	RB
altman-building-2020	33	26	incrementally	incrementally	RB
altman-building-2020	33	27	stored	store	VBD
altman-building-2020	33	28	.	.	.
altman-building-2020	34	1	This	this	DT
altman-building-2020	34	2	can	can	MD
altman-building-2020	34	3	be	be	VB
altman-building-2020	34	4	contrasted	contrast	VBN
altman-building-2020	34	5	with	with	IN
altman-building-2020	34	6	a	a	DT
altman-building-2020	34	7	real	real	JJ
altman-building-2020	34	8	-	-	HYPH
altman-building-2020	34	9	time	time	NN
altman-building-2020	34	10	workflow	workflow	NN
altman-building-2020	34	11	,	,	,
altman-building-2020	34	12	in	in	IN
altman-building-2020	34	13	which	which	WDT
altman-building-2020	34	14	individual	individual	JJ
altman-building-2020	34	15	records	record	NNS
altman-building-2020	34	16	are	be	VBP
altman-building-2020	34	17	transformed	transform	VBN
altman-building-2020	34	18	instantaneously	instantaneously	RB
altman-building-2020	34	19	(	(	-LRB-
altman-building-2020	34	20	e.g.	e.g.	RB
altman-building-2020	35	1	a	a	DT
altman-building-2020	35	2	librarian	librarian	NN
altman-building-2020	35	3	updates	update	VBZ
altman-building-2020	35	4	a	a	DT
altman-building-2020	35	5	single	single	JJ
altman-building-2020	35	6	record	record	NN
altman-building-2020	35	7	in	in	IN
altman-building-2020	35	8	library	library	JJ
altman-building-2020	35	9	catalog	catalog	NN
altman-building-2020	35	10	)	)	-RRB-
altman-building-2020	35	11	;	;	:
altman-building-2020	35	12	or	or	CC
altman-building-2020	35	13	a	a	DT
altman-building-2020	35	14	streaming	streaming	NN
altman-building-2020	35	15	workflow	workflow	NN
altman-building-2020	35	16	,	,	,
altman-building-2020	35	17	in	in	IN
altman-building-2020	35	18	which	which	WDT
altman-building-2020	35	19	a	a	DT
altman-building-2020	35	20	continuous	continuous	JJ
altman-building-2020	35	21	flow	flow	NN
altman-building-2020	35	22	of	of	IN
altman-building-2020	35	23	data	datum	NNS
altman-building-2020	35	24	is	be	VBZ
altman-building-2020	35	25	pushed	push	VBN
altman-building-2020	35	26	through	through	IN
altman-building-2020	35	27	an	an	DT
altman-building-2020	35	28	entire	entire	JJ
altman-building-2020	35	29	pipeline	pipeline	NN
altman-building-2020	35	30	,	,	,
altman-building-2020	35	31	often	often	RB
altman-building-2020	35	32	without	without	IN
altman-building-2020	35	33	incremental	incremental	JJ
altman-building-2020	35	34	storage	storage	NN
altman-building-2020	35	35	along	along	IN
altman-building-2020	35	36	the	the	DT
altman-building-2020	35	37	way	way	NN
altman-building-2020	35	38	(	(	-LRB-
altman-building-2020	35	39	e.g.	e.g.	RB
altman-building-2020	36	1	performing	perform	VBG
altman-building-2020	36	2	analysis	analysis	NN
altman-building-2020	36	3	on	on	IN
altman-building-2020	36	4	a	a	DT
altman-building-2020	36	5	continuous	continuous	JJ
altman-building-2020	36	6	stream	stream	NN
altman-building-2020	36	7	of	of	IN
altman-building-2020	36	8	new	new	JJ
altman-building-2020	36	9	tweets	tweet	NNS
altman-building-2020	36	10	)	)	-RRB-
altman-building-2020	36	11	.	.	.
altman-building-2020	37	1	Batch	batch	NN
altman-building-2020	37	2	processing	processing	NN
altman-building-2020	37	3	is	be	VBZ
altman-building-2020	37	4	common	common	JJ
altman-building-2020	37	5	in	in	IN
altman-building-2020	37	6	the	the	DT
altman-building-2020	37	7	research	research	NN
altman-building-2020	37	8	and	and	CC
altman-building-2020	37	9	development	development	NN
altman-building-2020	37	10	phase	phase	NN
altman-building-2020	37	11	of	of	IN
altman-building-2020	37	12	an	an	DT
altman-building-2020	37	13	ML	ML	NNP
altman-building-2020	37	14	project	project	NN
altman-building-2020	37	15	,	,	,
altman-building-2020	37	16	and	and	CC
altman-building-2020	37	17	may	may	MD
altman-building-2020	37	18	also	also	RB
altman-building-2020	37	19	be	be	VB
altman-building-2020	37	20	a	a	DT
altman-building-2020	37	21	good	good	JJ
altman-building-2020	37	22	choice	choice	NN
altman-building-2020	37	23	for	for	IN
altman-building-2020	37	24	a	a	DT
altman-building-2020	37	25	production	production	NN
altman-building-2020	37	26	system	system	NN
altman-building-2020	37	27	.	.	.
altman-building-2020	38	1	When	when	WRB
altman-building-2020	38	2	designing	design	VBG
altman-building-2020	38	3	any	any	DT
altman-building-2020	38	4	step	step	NN
altman-building-2020	38	5	in	in	IN
altman-building-2020	38	6	the	the	DT
altman-building-2020	38	7	batch	batch	NN
altman-building-2020	38	8	processing	processing	NN
altman-building-2020	38	9	pipeline	pipeline	NN
altman-building-2020	38	10	,	,	,
altman-building-2020	38	11	assume	assume	VBP
altman-building-2020	38	12	that	that	IN
altman-building-2020	38	13	at	at	IN
altman-building-2020	38	14	some	some	DT
altman-building-2020	38	15	point	point	NN
altman-building-2020	38	16	you	-PRON-	PRP
altman-building-2020	38	17	will	will	MD
altman-building-2020	38	18	need	need	VB
altman-building-2020	38	19	to	to	TO
altman-building-2020	38	20	repeat	repeat	VB
altman-building-2020	38	21	it	-PRON-	PRP
altman-building-2020	38	22	either	either	CC
altman-building-2020	38	23	exactly	exactly	RB
altman-building-2020	38	24	as	as	IN
altman-building-2020	38	25	is	be	VBZ
altman-building-2020	38	26	,	,	,
altman-building-2020	38	27	or	or	CC
altman-building-2020	38	28	with	with	IN
altman-building-2020	38	29	modifications	modification	NNS
altman-building-2020	38	30	.	.	.
altman-building-2020	39	1	Documenting	document	VBG
altman-building-2020	39	2	your	-PRON-	PRP$
altman-building-2020	39	3	process	process	NN
altman-building-2020	39	4	lets	let	VBZ
altman-building-2020	39	5	you	-PRON-	PRP
altman-building-2020	39	6	compare	compare	VB
altman-building-2020	39	7	the	the	DT
altman-building-2020	39	8	outputs	output	NNS
altman-building-2020	39	9	of	of	IN
altman-building-2020	39	10	different	different	JJ
altman-building-2020	39	11	variations	variation	NNS
altman-building-2020	39	12	and	and	CC
altman-building-2020	39	13	communicate	communicate	VB
altman-building-2020	39	14	the	the	DT
altman-building-2020	39	15	ways	way	NNS
altman-building-2020	39	16	in	in	IN
altman-building-2020	39	17	which	which	WDT
altman-building-2020	39	18	your	-PRON-	PRP$
altman-building-2020	39	19	choices	choice	NNS
altman-building-2020	39	20	impact	impact	VBP
altman-building-2020	39	21	the	the	DT
altman-building-2020	39	22	final	final	JJ
altman-building-2020	39	23	results	result	NNS
altman-building-2020	39	24	.	.	.
altman-building-2020	40	1	If	if	IN
altman-building-2020	40	2	you	-PRON-	PRP
altman-building-2020	40	3	’re	be	VBP
altman-building-2020	40	4	writing	write	VBG
altman-building-2020	40	5	code	code	NN
altman-building-2020	40	6	,	,	,
altman-building-2020	40	7	version	version	NN
altman-building-2020	40	8	control	control	NN
altman-building-2020	40	9	software	software	NN
altman-building-2020	40	10	can	can	MD
altman-building-2020	40	11	help	help	VB
altman-building-2020	40	12	.	.	.
altman-building-2020	41	1	If	if	IN
altman-building-2020	41	2	you	-PRON-	PRP
altman-building-2020	41	3	’re	be	VBP
altman-building-2020	41	4	doing	do	VBG
altman-building-2020	41	5	more	more	JJR
altman-building-2020	41	6	manual	manual	JJ
altman-building-2020	41	7	data	data	NN
altman-building-2020	41	8	manipulations	manipulation	NNS
altman-building-2020	41	9	,	,	,
altman-building-2020	41	10	such	such	JJ
altman-building-2020	41	11	as	as	IN
altman-building-2020	41	12	editing	editing	NN
altman-building-2020	41	13	data	datum	NNS
altman-building-2020	41	14	in	in	IN
altman-building-2020	41	15	spreadsheets	spreadsheet	NNS
altman-building-2020	41	16	,	,	,
altman-building-2020	41	17	you	-PRON-	PRP
altman-building-2020	41	18	will	will	MD
altman-building-2020	41	19	need	need	VB
altman-building-2020	41	20	an	an	DT
altman-building-2020	41	21	intentional	intentional	JJ
altman-building-2020	41	22	system	system	NN
altman-building-2020	41	23	of	of	IN
altman-building-2020	41	24	documenting	document	VBG
altman-building-2020	41	25	exactly	exactly	RB
altman-building-2020	41	26	which	which	WDT
altman-building-2020	41	27	transformations	transformation	NNS
altman-building-2020	41	28	you	-PRON-	PRP
altman-building-2020	41	29	are	be	VBP
altman-building-2020	41	30	applying	apply	VBG
altman-building-2020	41	31	to	to	IN
altman-building-2020	41	32	your	-PRON-	PRP$
altman-building-2020	41	33	data	datum	NNS
altman-building-2020	41	34	.	.	.
altman-building-2020	42	1	It	-PRON-	PRP
altman-building-2020	42	2	is	be	VBZ
altman-building-2020	42	3	generally	generally	RB
altman-building-2020	42	4	preferable	preferable	JJ
altman-building-2020	42	5	to	to	TO
altman-building-2020	42	6	automate	automate	VB
altman-building-2020	42	7	processes	process	NNS
altman-building-2020	42	8	wherever	wherever	WRB
altman-building-2020	42	9	possible	possible	JJ
altman-building-2020	42	10	so	so	IN
altman-building-2020	42	11	that	that	IN
altman-building-2020	42	12	you	-PRON-	PRP
altman-building-2020	42	13	can	can	MD
altman-building-2020	42	14	repeat	repeat	VB
altman-building-2020	42	15	them	-PRON-	PRP
altman-building-2020	42	16	with	with	IN
altman-building-2020	42	17	ease	ease	NN
altman-building-2020	42	18	and	and	CC
altman-building-2020	42	19	consistency	consistency	NN
altman-building-2020	42	20	.	.	.
altman-building-2020	43	1	A	a	DT
altman-building-2020	43	2	concrete	concrete	JJ
altman-building-2020	43	3	example	example	NN
altman-building-2020	43	4	from	from	IN
altman-building-2020	43	5	my	-PRON-	PRP$
altman-building-2020	43	6	own	own	JJ
altman-building-2020	43	7	experience	experience	NN
altman-building-2020	43	8	demonstrates	demonstrate	VBZ
altman-building-2020	43	9	the	the	DT
altman-building-2020	43	10	importance	importance	NN
altman-building-2020	43	11	of	of	IN
altman-building-2020	43	12	a	a	DT
altman-building-2020	43	13	pipeline	pipeline	NN
altman-building-2020	43	14	that	that	WDT
altman-building-2020	43	15	supports	support	VBZ
altman-building-2020	43	16	repetition	repetition	NN
altman-building-2020	43	17	.	.	.
altman-building-2020	44	1	In	in	IN
altman-building-2020	44	2	my	-PRON-	PRP$
altman-building-2020	44	3	first	first	JJ
altman-building-2020	44	4	ever	ever	RB
altman-building-2020	44	5	ML	ML	NNP
altman-building-2020	44	6	project	project	NN
altman-building-2020	44	7	,	,	,
altman-building-2020	44	8	I	-PRON-	PRP
altman-building-2020	44	9	worked	work	VBD
altman-building-2020	44	10	with	with	IN
altman-building-2020	44	11	a	a	DT
altman-building-2020	44	12	set	set	NN
altman-building-2020	44	13	of	of	IN
altman-building-2020	44	14	XML	xml	NN
altman-building-2020	44	15	library	library	NN
altman-building-2020	44	16	data	datum	NNS
altman-building-2020	44	17	converted	convert	VBN
altman-building-2020	44	18	to	to	IN
altman-building-2020	44	19	CSV	CSV	NNP
altman-building-2020	44	20	.	.	.
altman-building-2020	45	1	I	-PRON-	PRP
altman-building-2020	45	2	did	do	VBD
altman-building-2020	45	3	most	most	JJS
altman-building-2020	45	4	of	of	IN
altman-building-2020	45	5	my	-PRON-	PRP$
altman-building-2020	45	6	data	data	NN
altman-building-2020	45	7	cleanup	cleanup	NN
altman-building-2020	45	8	by	by	IN
altman-building-2020	45	9	hand	hand	NN
altman-building-2020	45	10	using	use	VBG
altman-building-2020	45	11	spreadsheet	spreadsheet	NN
altman-building-2020	45	12	software	software	NN
altman-building-2020	45	13	,	,	,
altman-building-2020	45	14	and	and	CC
altman-building-2020	45	15	was	be	VBD
altman-building-2020	45	16	not	not	RB
altman-building-2020	45	17	careful	careful	JJ
altman-building-2020	45	18	about	about	IN
altman-building-2020	45	19	preserving	preserve	VBG
altman-building-2020	45	20	the	the	DT
altman-building-2020	45	21	formulas	formula	NNS
altman-building-2020	45	22	for	for	IN
altman-building-2020	45	23	each	each	DT
altman-building-2020	45	24	step	step	NN
altman-building-2020	45	25	of	of	IN
altman-building-2020	45	26	the	the	DT
altman-building-2020	45	27	process	process	NN
altman-building-2020	45	28	;	;	:
altman-building-2020	45	29	instead	instead	RB
altman-building-2020	45	30	,	,	,
altman-building-2020	45	31	I	-PRON-	PRP
altman-building-2020	45	32	deleted	delete	VBD
altman-building-2020	45	33	and	and	CC
altman-building-2020	45	34	wrote	write	VBD
altman-building-2020	45	35	over	over	IN
altman-building-2020	45	36	many	many	JJ
altman-building-2020	45	37	important	important	JJ
altman-building-2020	45	38	intermediate	intermediate	JJ
altman-building-2020	45	39	computations	computation	NNS
altman-building-2020	45	40	,	,	,
altman-building-2020	45	41	saving	save	VBG
altman-building-2020	45	42	only	only	RB
altman-building-2020	45	43	the	the	DT
altman-building-2020	45	44	final	final	JJ
altman-building-2020	45	45	results	result	NNS
altman-building-2020	45	46	.	.	.
altman-building-2020	46	1	This	this	DT
altman-building-2020	46	2	whole	whole	JJ
altman-building-2020	46	3	process	process	NN
altman-building-2020	46	4	took	take	VBD
altman-building-2020	46	5	me	-PRON-	PRP
altman-building-2020	46	6	countless	countless	JJ
altman-building-2020	46	7	hours	hour	NNS
altman-building-2020	46	8	,	,	,
altman-building-2020	46	9	and	and	CC
altman-building-2020	46	10	when	when	WRB
altman-building-2020	46	11	an	an	DT
altman-building-2020	46	12	updated	update	VBN
altman-building-2020	46	13	dataset	dataset	NN
altman-building-2020	46	14	became	become	VBD
altman-building-2020	46	15	available	available	JJ
altman-building-2020	46	16	,	,	,
altman-building-2020	46	17	there	there	EX
altman-building-2020	46	18	was	be	VBD
altman-building-2020	46	19	no	no	DT
altman-building-2020	46	20	way	way	NN
altman-building-2020	46	21	to	to	TO
altman-building-2020	46	22	reproduce	reproduce	VB
altman-building-2020	46	23	my	-PRON-	PRP$
altman-building-2020	46	24	painstaking	painstaking	JJ
altman-building-2020	46	25	cleanup	cleanup	NN
altman-building-2020	46	26	process	process	NN
altman-building-2020	46	27	.	.	.
altman-building-2020	47	1	I	-PRON-	PRP
altman-building-2020	47	2	was	be	VBD
altman-building-2020	47	3	stuck	stick	VBN
altman-building-2020	47	4	with	with	IN
altman-building-2020	47	5	outdated	outdated	JJ
altman-building-2020	47	6	data	datum	NNS
altman-building-2020	47	7	,	,	,
altman-building-2020	47	8	and	and	CC
altman-building-2020	47	9	my	-PRON-	PRP$
altman-building-2020	47	10	final	final	JJ
altman-building-2020	47	11	output	output	NN
altman-building-2020	47	12	was	be	VBD
altman-building-2020	47	13	doomed	doom	VBN
altman-building-2020	47	14	to	to	TO
altman-building-2020	47	15	grow	grow	VB
altman-building-2020	47	16	more	more	RBR
altman-building-2020	47	17	and	and	CC
altman-building-2020	47	18	more	more	RBR
altman-building-2020	47	19	irrelevant	irrelevant	JJ
altman-building-2020	47	20	as	as	IN
altman-building-2020	47	21	time	time	NN
altman-building-2020	47	22	wore	wear	VBD
altman-building-2020	47	23	on	on	RB
altman-building-2020	47	24	.	.	.
altman-building-2020	48	1	Since	since	IN
altman-building-2020	48	2	then	then	RB
altman-building-2020	48	3	,	,	,
altman-building-2020	48	4	I	-PRON-	PRP
altman-building-2020	48	5	have	have	VBP
altman-building-2020	48	6	always	always	RB
altman-building-2020	48	7	written	write	VBN
altman-building-2020	48	8	repeatable	repeatable	JJ
altman-building-2020	48	9	scripts	script	NNS
altman-building-2020	48	10	for	for	IN
altman-building-2020	48	11	all	all	DT
altman-building-2020	48	12	my	-PRON-	PRP$
altman-building-2020	48	13	data	data	NN
altman-building-2020	48	14	cleanup	cleanup	NN
altman-building-2020	48	15	tasks	task	NNS
altman-building-2020	48	16	.	.	.
altman-building-2020	49	1	Each	each	DT
altman-building-2020	49	2	decision	decision	NN
altman-building-2020	49	3	you	-PRON-	PRP
altman-building-2020	49	4	make	make	VBP
altman-building-2020	49	5	will	will	MD
altman-building-2020	49	6	have	have	VB
altman-building-2020	49	7	an	an	DT
altman-building-2020	49	8	impact	impact	NN
altman-building-2020	49	9	on	on	IN
altman-building-2020	49	10	the	the	DT
altman-building-2020	49	11	final	final	JJ
altman-building-2020	49	12	results	result	NNS
altman-building-2020	49	13	,	,	,
altman-building-2020	49	14	so	so	CC
altman-building-2020	49	15	it	-PRON-	PRP
altman-building-2020	49	16	is	be	VBZ
altman-building-2020	49	17	important	important	JJ
altman-building-2020	49	18	to	to	TO
altman-building-2020	49	19	keep	keep	VB
altman-building-2020	49	20	clear	clear	JJ
altman-building-2020	49	21	documentation	documentation	NN
altman-building-2020	49	22	and	and	CC
altman-building-2020	49	23	to	to	TO
altman-building-2020	49	24	verify	verify	VB
altman-building-2020	49	25	your	-PRON-	PRP$
altman-building-2020	49	26	assumptions	assumption	NNS
altman-building-2020	49	27	and	and	CC
altman-building-2020	49	28	hypotheses	hypothesis	NNS
altman-building-2020	49	29	wherever	wherever	WRB
altman-building-2020	49	30	possible	possible	JJ
altman-building-2020	49	31	.	.	.
altman-building-2020	50	1	Sometimes	sometimes	RB
altman-building-2020	50	2	there	there	EX
altman-building-2020	50	3	will	will	MD
altman-building-2020	50	4	be	be	VB
altman-building-2020	50	5	explicit	explicit	JJ
altman-building-2020	50	6	tests	test	NNS
altman-building-2020	50	7	to	to	TO
altman-building-2020	50	8	perform	perform	VB
altman-building-2020	50	9	;	;	:
altman-building-2020	50	10	at	at	IN
altman-building-2020	50	11	other	other	JJ
altman-building-2020	50	12	times	time	NNS
altman-building-2020	50	13	,	,	,
altman-building-2020	50	14	you	-PRON-	PRP
altman-building-2020	50	15	may	may	MD
altman-building-2020	50	16	just	just	RB
altman-building-2020	50	17	need	need	VB
altman-building-2020	50	18	to	to	TO
altman-building-2020	50	19	look	look	VB
altman-building-2020	50	20	at	at	IN
altman-building-2020	50	21	data	datum	NNS
altman-building-2020	50	22	—	—	:
altman-building-2020	50	23	make	make	VB
altman-building-2020	50	24	a	a	DT
altman-building-2020	50	25	quick	quick	JJ
altman-building-2020	50	26	visualization	visualization	NN
altman-building-2020	50	27	,	,	,
altman-building-2020	50	28	perform	perform	VB
altman-building-2020	50	29	a	a	DT
altman-building-2020	50	30	simple	simple	JJ
altman-building-2020	50	31	calculation	calculation	NN
altman-building-2020	50	32	,	,	,
altman-building-2020	50	33	or	or	CC
altman-building-2020	50	34	glance	glance	NN
altman-building-2020	50	35	through	through	IN
altman-building-2020	50	36	a	a	DT
altman-building-2020	50	37	sample	sample	NN
altman-building-2020	50	38	of	of	IN
altman-building-2020	50	39	records	record	NNS
altman-building-2020	50	40	.	.	.
altman-building-2020	51	1	Be	be	VB
altman-building-2020	51	2	cognizant	cognizant	JJ
altman-building-2020	51	3	of	of	IN
altman-building-2020	51	4	the	the	DT
altman-building-2020	51	5	potential	potential	NN
altman-building-2020	51	6	to	to	TO
altman-building-2020	51	7	introduce	introduce	VB
altman-building-2020	51	8	error	error	NN
altman-building-2020	51	9	or	or	CC
altman-building-2020	51	10	bias	bias	NN
altman-building-2020	51	11	.	.	.
altman-building-2020	52	1	For	for	IN
altman-building-2020	52	2	example	example	NN
altman-building-2020	52	3	,	,	,
altman-building-2020	52	4	you	-PRON-	PRP
altman-building-2020	52	5	could	could	MD
altman-building-2020	52	6	remove	remove	VB
altman-building-2020	52	7	a	a	DT
altman-building-2020	52	8	field	field	NN
altman-building-2020	52	9	that	that	WDT
altman-building-2020	52	10	you	-PRON-	PRP
altman-building-2020	52	11	do	do	VBP
altman-building-2020	52	12	n’t	not	RB
altman-building-2020	52	13	think	think	VB
altman-building-2020	52	14	is	be	VBZ
altman-building-2020	52	15	important	important	JJ
altman-building-2020	52	16	,	,	,
altman-building-2020	52	17	but	but	CC
altman-building-2020	52	18	that	that	DT
altman-building-2020	52	19	would	would	MD
altman-building-2020	52	20	,	,	,
altman-building-2020	52	21	in	in	IN
altman-building-2020	52	22	fact	fact	NN
altman-building-2020	52	23	,	,	,
altman-building-2020	52	24	have	have	VBP
altman-building-2020	52	25	a	a	DT
altman-building-2020	52	26	meaningful	meaningful	JJ
altman-building-2020	52	27	impact	impact	NN
altman-building-2020	52	28	on	on	IN
altman-building-2020	52	29	the	the	DT
altman-building-2020	52	30	final	final	JJ
altman-building-2020	52	31	result	result	NN
altman-building-2020	52	32	.	.	.
altman-building-2020	53	1	All	all	DT
altman-building-2020	53	2	of	of	IN
altman-building-2020	53	3	these	these	DT
altman-building-2020	53	4	precautions	precaution	NNS
altman-building-2020	53	5	will	will	MD
altman-building-2020	53	6	strengthen	strengthen	VB
altman-building-2020	53	7	confidence	confidence	NN
altman-building-2020	53	8	in	in	IN
altman-building-2020	53	9	your	-PRON-	PRP$
altman-building-2020	53	10	final	final	JJ
altman-building-2020	53	11	outcomes	outcome	NNS
altman-building-2020	53	12	and	and	CC
altman-building-2020	53	13	make	make	VB
altman-building-2020	53	14	them	-PRON-	PRP
altman-building-2020	53	15	intelligible	intelligible	JJ
altman-building-2020	53	16	to	to	IN
altman-building-2020	53	17	your	-PRON-	PRP$
altman-building-2020	53	18	collaborators	collaborator	NNS
altman-building-2020	53	19	and	and	CC
altman-building-2020	53	20	other	other	JJ
altman-building-2020	53	21	audiences	audience	NNS
altman-building-2020	53	22	.	.	.
altman-building-2020	54	1	The	the	DT
altman-building-2020	54	2	pipeline	pipeline	NN
altman-building-2020	54	3	for	for	IN
altman-building-2020	54	4	a	a	DT
altman-building-2020	54	5	machine	machine	NN
altman-building-2020	54	6	learning	learning	NN
altman-building-2020	54	7	project	project	NN
altman-building-2020	54	8	generally	generally	RB
altman-building-2020	54	9	comprises	comprise	VBZ
altman-building-2020	54	10	five	five	CD
altman-building-2020	54	11	stages	stage	NNS
altman-building-2020	54	12	:	:	:
altman-building-2020	54	13	data	datum	NNS
altman-building-2020	54	14	acquisition	acquisition	NN
altman-building-2020	54	15	,	,	,
altman-building-2020	54	16	data	data	NN
altman-building-2020	54	17	preparation	preparation	NN
altman-building-2020	54	18	,	,	,
altman-building-2020	54	19	model	model	NN
altman-building-2020	54	20	training	training	NN
altman-building-2020	54	21	and	and	CC
altman-building-2020	54	22	testing	testing	NN
altman-building-2020	54	23	,	,	,
altman-building-2020	54	24	evaluation	evaluation	NN
altman-building-2020	54	25	and	and	CC
altman-building-2020	54	26	analysis	analysis	NN
altman-building-2020	54	27	,	,	,
altman-building-2020	54	28	and	and	CC
altman-building-2020	54	29	application	application	NN
altman-building-2020	54	30	of	of	IN
altman-building-2020	54	31	results	result	NNS
altman-building-2020	54	32	.	.	.
altman-building-2020	55	1	Data	datum	NNS
altman-building-2020	55	2	acquisition	acquisition	NN
altman-building-2020	55	3	The	the	DT
altman-building-2020	55	4	first	first	JJ
altman-building-2020	55	5	step	step	NN
altman-building-2020	55	6	is	be	VBZ
altman-building-2020	55	7	to	to	TO
altman-building-2020	55	8	acquire	acquire	VB
altman-building-2020	55	9	the	the	DT
altman-building-2020	55	10	data	datum	NNS
altman-building-2020	55	11	that	that	WDT
altman-building-2020	55	12	you	-PRON-	PRP
altman-building-2020	55	13	will	will	MD
altman-building-2020	55	14	be	be	VB
altman-building-2020	55	15	using	use	VBG
altman-building-2020	55	16	for	for	IN
altman-building-2020	55	17	your	-PRON-	PRP$
altman-building-2020	55	18	machine	machine	NN
altman-building-2020	55	19	learning	learning	NN
altman-building-2020	55	20	project	project	NN
altman-building-2020	55	21	.	.	.
altman-building-2020	56	1	You	-PRON-	PRP
altman-building-2020	56	2	may	may	MD
altman-building-2020	56	3	need	need	VB
altman-building-2020	56	4	to	to	TO
altman-building-2020	56	5	combine	combine	VB
altman-building-2020	56	6	data	datum	NNS
altman-building-2020	56	7	from	from	IN
altman-building-2020	56	8	several	several	JJ
altman-building-2020	56	9	different	different	JJ
altman-building-2020	56	10	sources	source	NNS
altman-building-2020	56	11	.	.	.
altman-building-2020	57	1	There	there	EX
altman-building-2020	57	2	are	be	VBP
altman-building-2020	57	3	many	many	JJ
altman-building-2020	57	4	ways	way	NNS
altman-building-2020	57	5	to	to	TO
altman-building-2020	57	6	acquire	acquire	VB
altman-building-2020	57	7	data	datum	NNS
altman-building-2020	57	8	,	,	,
altman-building-2020	57	9	including	include	VBG
altman-building-2020	57	10	downloading	download	VBG
altman-building-2020	57	11	files	file	NNS
altman-building-2020	57	12	,	,	,
altman-building-2020	57	13	querying	query	VBG
altman-building-2020	57	14	a	a	DT
altman-building-2020	57	15	database	database	NN
altman-building-2020	57	16	or	or	CC
altman-building-2020	57	17	API	api	NN
altman-building-2020	57	18	,	,	,
altman-building-2020	57	19	or	or	CC
altman-building-2020	57	20	scraping	scrape	VBG
altman-building-2020	57	21	web	web	NN
altman-building-2020	57	22	pages	page	NNS
altman-building-2020	57	23	.	.	.
altman-building-2020	58	1	Depending	depend	VBG
altman-building-2020	58	2	on	on	IN
altman-building-2020	58	3	the	the	DT
altman-building-2020	58	4	size	size	NN
altman-building-2020	58	5	of	of	IN
altman-building-2020	58	6	the	the	DT
altman-building-2020	58	7	source	source	NN
altman-building-2020	58	8	data	datum	NNS
altman-building-2020	58	9	and	and	CC
altman-building-2020	58	10	how	how	WRB
altman-building-2020	58	11	it	-PRON-	PRP
altman-building-2020	58	12	is	be	VBZ
altman-building-2020	58	13	made	make	VBN
altman-building-2020	58	14	available	available	JJ
altman-building-2020	58	15	,	,	,
altman-building-2020	58	16	this	this	DT
altman-building-2020	58	17	can	can	MD
altman-building-2020	58	18	be	be	VB
altman-building-2020	58	19	a	a	DT
altman-building-2020	58	20	quick	quick	JJ
altman-building-2020	58	21	and	and	CC
altman-building-2020	58	22	simple	simple	JJ
altman-building-2020	58	23	step	step	NN
altman-building-2020	58	24	or	or	CC
altman-building-2020	58	25	the	the	DT
altman-building-2020	58	26	most	most	RBS
altman-building-2020	58	27	challenging	challenging	JJ
altman-building-2020	58	28	bottleneck	bottleneck	NN
altman-building-2020	58	29	in	in	IN
altman-building-2020	58	30	your	-PRON-	PRP$
altman-building-2020	58	31	pipeline	pipeline	NN
altman-building-2020	58	32	.	.	.
altman-building-2020	59	1	However	however	RB
altman-building-2020	59	2	you	-PRON-	PRP
altman-building-2020	59	3	get	get	VBP
altman-building-2020	59	4	your	-PRON-	PRP$
altman-building-2020	59	5	initial	initial	JJ
altman-building-2020	59	6	data	datum	NNS
altman-building-2020	59	7	,	,	,
altman-building-2020	59	8	it	-PRON-	PRP
altman-building-2020	59	9	is	be	VBZ
altman-building-2020	59	10	generally	generally	RB
altman-building-2020	59	11	a	a	DT
altman-building-2020	59	12	good	good	JJ
altman-building-2020	59	13	idea	idea	NN
altman-building-2020	59	14	to	to	TO
altman-building-2020	59	15	save	save	VB
altman-building-2020	59	16	a	a	DT
altman-building-2020	59	17	copy	copy	NN
altman-building-2020	59	18	in	in	IN
altman-building-2020	59	19	the	the	DT
altman-building-2020	59	20	rawest	raw	JJS
altman-building-2020	59	21	possible	possible	JJ
altman-building-2020	59	22	form	form	NN
altman-building-2020	59	23	and	and	CC
altman-building-2020	59	24	treat	treat	VB
altman-building-2020	59	25	that	that	DT
altman-building-2020	59	26	copy	copy	VBP
altman-building-2020	59	27	as	as	IN
altman-building-2020	59	28	immutable	immutable	JJ
altman-building-2020	59	29	,	,	,
altman-building-2020	59	30	at	at	IN
altman-building-2020	59	31	least	least	JJS
altman-building-2020	59	32	during	during	IN
altman-building-2020	59	33	the	the	DT
altman-building-2020	59	34	initial	initial	JJ
altman-building-2020	59	35	phase	phase	NN
altman-building-2020	59	36	of	of	IN
altman-building-2020	59	37	testing	test	VBG
altman-building-2020	59	38	different	different	JJ
altman-building-2020	59	39	algorithms	algorithm	NNS
altman-building-2020	59	40	or	or	CC
altman-building-2020	59	41	configurations	configuration	NNS
altman-building-2020	59	42	.	.	.
altman-building-2020	60	1	Having	have	VBG
altman-building-2020	60	2	a	a	DT
altman-building-2020	60	3	raw	raw	JJ
altman-building-2020	60	4	,	,	,
altman-building-2020	60	5	immutable	immutable	JJ
altman-building-2020	60	6	copy	copy	NN
altman-building-2020	60	7	of	of	IN
altman-building-2020	60	8	your	-PRON-	PRP$
altman-building-2020	60	9	initial	initial	JJ
altman-building-2020	60	10	dataset	dataset	NN
altman-building-2020	60	11	(	(	-LRB-
altman-building-2020	60	12	or	or	CC
altman-building-2020	60	13	datasets	dataset	NNS
altman-building-2020	60	14	)	)	-RRB-
altman-building-2020	60	15	ensures	ensure	VBZ
altman-building-2020	60	16	that	that	IN
altman-building-2020	60	17	you	-PRON-	PRP
altman-building-2020	60	18	can	can	MD
altman-building-2020	60	19	always	always	RB
altman-building-2020	60	20	go	go	VB
altman-building-2020	60	21	back	back	RB
altman-building-2020	60	22	to	to	IN
altman-building-2020	60	23	the	the	DT
altman-building-2020	60	24	beginning	beginning	NN
altman-building-2020	60	25	of	of	IN
altman-building-2020	60	26	your	-PRON-	PRP$
altman-building-2020	60	27	ML	ML	NNP
altman-building-2020	60	28	process	process	NN
altman-building-2020	60	29	and	and	CC
altman-building-2020	60	30	start	start	VB
altman-building-2020	60	31	over	over	RP
altman-building-2020	60	32	with	with	IN
altman-building-2020	60	33	exactly	exactly	RB
altman-building-2020	60	34	the	the	DT
altman-building-2020	60	35	same	same	JJ
altman-building-2020	60	36	input	input	NN
altman-building-2020	60	37	.	.	.
altman-building-2020	61	1	It	-PRON-	PRP
altman-building-2020	61	2	will	will	MD
altman-building-2020	61	3	also	also	RB
altman-building-2020	61	4	save	save	VB
altman-building-2020	61	5	you	-PRON-	PRP
altman-building-2020	61	6	from	from	IN
altman-building-2020	61	7	the	the	DT
altman-building-2020	61	8	possibility	possibility	NN
altman-building-2020	61	9	that	that	IN
altman-building-2020	61	10	the	the	DT
altman-building-2020	61	11	source	source	NN
altman-building-2020	61	12	data	datum	NNS
altman-building-2020	61	13	will	will	MD
altman-building-2020	61	14	change	change	VB
altman-building-2020	61	15	from	from	IN
altman-building-2020	61	16	beneath	beneath	IN
altman-building-2020	61	17	you	-PRON-	PRP
altman-building-2020	61	18	,	,	,
altman-building-2020	61	19	thereby	thereby	RB
altman-building-2020	61	20	compromising	compromise	VBG
altman-building-2020	61	21	your	-PRON-	PRP$
altman-building-2020	61	22	ability	ability	NN
altman-building-2020	61	23	to	to	TO
altman-building-2020	61	24	compare	compare	VB
altman-building-2020	61	25	the	the	DT
altman-building-2020	61	26	outputs	output	NNS
altman-building-2020	61	27	of	of	IN
altman-building-2020	61	28	different	different	JJ
altman-building-2020	61	29	operations	operation	NNS
altman-building-2020	61	30	(	(	-LRB-
altman-building-2020	61	31	for	for	IN
altman-building-2020	61	32	more	more	JJR
altman-building-2020	61	33	on	on	IN
altman-building-2020	61	34	this	this	DT
altman-building-2020	61	35	,	,	,
altman-building-2020	61	36	see	see	VB
altman-building-2020	61	37	the	the	DT
altman-building-2020	61	38	section	section	NN
altman-building-2020	61	39	on	on	IN
altman-building-2020	61	40	data	datum	NNS
altman-building-2020	61	41	storage	storage	NN
altman-building-2020	61	42	)	)	-RRB-
altman-building-2020	61	43	.	.	.
altman-building-2020	62	1	If	if	IN
altman-building-2020	62	2	possible	possible	JJ
altman-building-2020	62	3	,	,	,
altman-building-2020	62	4	it	-PRON-	PRP
altman-building-2020	62	5	’s	’	VBZ
altman-building-2020	62	6	often	often	RB
altman-building-2020	62	7	worthwhile	worthwhile	JJ
altman-building-2020	62	8	to	to	TO
altman-building-2020	62	9	learn	learn	VB
altman-building-2020	62	10	about	about	IN
altman-building-2020	62	11	how	how	WRB
altman-building-2020	62	12	the	the	DT
altman-building-2020	62	13	original	original	JJ
altman-building-2020	62	14	data	datum	NNS
altman-building-2020	62	15	was	be	VBD
altman-building-2020	62	16	created	create	VBN
altman-building-2020	62	17	,	,	,
altman-building-2020	62	18	especially	especially	RB
altman-building-2020	62	19	if	if	IN
altman-building-2020	62	20	you	-PRON-	PRP
altman-building-2020	62	21	are	be	VBP
altman-building-2020	62	22	getting	get	VBG
altman-building-2020	62	23	data	datum	NNS
altman-building-2020	62	24	from	from	IN
altman-building-2020	62	25	multiple	multiple	JJ
altman-building-2020	62	26	sources	source	NNS
altman-building-2020	62	27	that	that	WDT
altman-building-2020	62	28	differ	differ	VBP
altman-building-2020	62	29	in	in	IN
altman-building-2020	62	30	subtle	subtle	JJ
altman-building-2020	62	31	ways	way	NNS
altman-building-2020	62	32	.	.	.
altman-building-2020	63	1	Data	datum	NNS
altman-building-2020	63	2	preparation	preparation	NN
altman-building-2020	63	3	Data	Data	NNP
altman-building-2020	63	4	preparation	preparation	NN
altman-building-2020	63	5	involves	involve	VBZ
altman-building-2020	63	6	cleaning	cleaning	NN
altman-building-2020	63	7	data	datum	NNS
altman-building-2020	63	8	and	and	CC
altman-building-2020	63	9	transforming	transform	VBG
altman-building-2020	63	10	it	-PRON-	PRP
altman-building-2020	63	11	into	into	IN
altman-building-2020	63	12	an	an	DT
altman-building-2020	63	13	appropriate	appropriate	JJ
altman-building-2020	63	14	format	format	NN
altman-building-2020	63	15	for	for	IN
altman-building-2020	63	16	subsequent	subsequent	JJ
altman-building-2020	63	17	machine	machine	NN
altman-building-2020	63	18	learning	learning	NN
altman-building-2020	63	19	tasks	task	NNS
altman-building-2020	63	20	.	.	.
altman-building-2020	64	1	This	this	DT
altman-building-2020	64	2	is	be	VBZ
altman-building-2020	64	3	often	often	RB
altman-building-2020	64	4	the	the	DT
altman-building-2020	64	5	part	part	NN
altman-building-2020	64	6	of	of	IN
altman-building-2020	64	7	the	the	DT
altman-building-2020	64	8	process	process	NN
altman-building-2020	64	9	that	that	WDT
altman-building-2020	64	10	requires	require	VBZ
altman-building-2020	64	11	the	the	DT
altman-building-2020	64	12	most	most	JJS
altman-building-2020	64	13	work	work	NN
altman-building-2020	64	14	,	,	,
altman-building-2020	64	15	and	and	CC
altman-building-2020	64	16	you	-PRON-	PRP
altman-building-2020	64	17	should	should	MD
altman-building-2020	64	18	expect	expect	VB
altman-building-2020	64	19	to	to	TO
altman-building-2020	64	20	iterate	iterate	VB
altman-building-2020	64	21	over	over	IN
altman-building-2020	64	22	your	-PRON-	PRP$
altman-building-2020	64	23	data	data	NN
altman-building-2020	64	24	preparations	preparation	NNS
altman-building-2020	64	25	many	many	JJ
altman-building-2020	64	26	times	time	NNS
altman-building-2020	64	27	,	,	,
altman-building-2020	64	28	even	even	RB
altman-building-2020	64	29	after	after	IN
altman-building-2020	64	30	you	-PRON-	PRP
altman-building-2020	64	31	’ve	have	VB
altman-building-2020	64	32	started	start	VBN
altman-building-2020	64	33	training	train	VBG
altman-building-2020	64	34	and	and	CC
altman-building-2020	64	35	testing	testing	NN
altman-building-2020	64	36	models	model	NNS
altman-building-2020	64	37	.	.	.
altman-building-2020	65	1	The	the	DT
altman-building-2020	65	2	first	first	JJ
altman-building-2020	65	3	step	step	NN
altman-building-2020	65	4	of	of	IN
altman-building-2020	65	5	data	datum	NNS
altman-building-2020	65	6	preparation	preparation	NN
altman-building-2020	65	7	is	be	VBZ
altman-building-2020	65	8	to	to	TO
altman-building-2020	65	9	parse	parse	VB
altman-building-2020	65	10	your	-PRON-	PRP$
altman-building-2020	65	11	acquired	acquire	VBN
altman-building-2020	65	12	data	datum	NNS
altman-building-2020	65	13	and	and	CC
altman-building-2020	65	14	transform	transform	VB
altman-building-2020	65	15	it	-PRON-	PRP
altman-building-2020	65	16	into	into	IN
altman-building-2020	65	17	a	a	DT
altman-building-2020	65	18	common	common	JJ
altman-building-2020	65	19	,	,	,
altman-building-2020	65	20	usable	usable	JJ
altman-building-2020	65	21	schema	schema	NN
altman-building-2020	65	22	.	.	.
altman-building-2020	66	1	Acquired	acquire	VBN
altman-building-2020	66	2	data	datum	NNS
altman-building-2020	66	3	often	often	RB
altman-building-2020	66	4	comes	come	VBZ
altman-building-2020	66	5	in	in	IN
altman-building-2020	66	6	file	file	NN
altman-building-2020	66	7	formats	format	NNS
altman-building-2020	66	8	that	that	WDT
altman-building-2020	66	9	are	be	VBP
altman-building-2020	66	10	good	good	JJ
altman-building-2020	66	11	for	for	IN
altman-building-2020	66	12	data	datum	NNS
altman-building-2020	66	13	sharing	sharing	NN
altman-building-2020	66	14	,	,	,
altman-building-2020	66	15	such	such	JJ
altman-building-2020	66	16	as	as	IN
altman-building-2020	66	17	XML	xml	NN
altman-building-2020	66	18	,	,	,
altman-building-2020	66	19	JSON	JSON	NNP
altman-building-2020	66	20	,	,	,
altman-building-2020	66	21	or	or	CC
altman-building-2020	66	22	CSV	CSV	NNP
altman-building-2020	66	23	.	.	.
altman-building-2020	67	1	You	-PRON-	PRP
altman-building-2020	67	2	can	can	MD
altman-building-2020	67	3	parse	parse	VB
altman-building-2020	67	4	these	these	DT
altman-building-2020	67	5	files	file	NNS
altman-building-2020	67	6	into	into	IN
altman-building-2020	67	7	whatever	whatever	WDT
altman-building-2020	67	8	schema	schema	NN
altman-building-2020	67	9	makes	make	VBZ
altman-building-2020	67	10	sense	sense	NN
altman-building-2020	67	11	to	to	TO
altman-building-2020	67	12	manage	manage	VB
altman-building-2020	67	13	the	the	DT
altman-building-2020	67	14	various	various	JJ
altman-building-2020	67	15	transformations	transformation	NNS
altman-building-2020	67	16	you	-PRON-	PRP
altman-building-2020	67	17	want	want	VBP
altman-building-2020	67	18	to	to	TO
altman-building-2020	67	19	perform	perform	VB
altman-building-2020	67	20	,	,	,
altman-building-2020	67	21	but	but	CC
altman-building-2020	67	22	it	-PRON-	PRP
altman-building-2020	67	23	can	can	MD
altman-building-2020	67	24	help	help	VB
altman-building-2020	67	25	to	to	TO
altman-building-2020	67	26	have	have	VB
altman-building-2020	67	27	a	a	DT
altman-building-2020	67	28	sense	sense	NN
altman-building-2020	67	29	of	of	IN
altman-building-2020	67	30	where	where	WRB
altman-building-2020	67	31	you	-PRON-	PRP
altman-building-2020	67	32	are	be	VBP
altman-building-2020	67	33	headed	head	VBN
altman-building-2020	67	34	.	.	.
altman-building-2020	68	1	Your	-PRON-	PRP$
altman-building-2020	68	2	eventual	eventual	JJ
altman-building-2020	68	3	choice	choice	NN
altman-building-2020	68	4	of	of	IN
altman-building-2020	68	5	data	datum	NNS
altman-building-2020	68	6	format	format	NN
altman-building-2020	68	7	will	will	MD
altman-building-2020	68	8	likely	likely	RB
altman-building-2020	68	9	be	be	VB
altman-building-2020	68	10	dictated	dictate	VBN
altman-building-2020	68	11	by	by	IN
altman-building-2020	68	12	your	-PRON-	PRP$
altman-building-2020	68	13	ML	ML	NNP
altman-building-2020	68	14	algorithms	algorithm	NNS
altman-building-2020	68	15	;	;	:
altman-building-2020	68	16	likely	likely	JJ
altman-building-2020	68	17	candidates	candidate	NNS
altman-building-2020	68	18	include	include	VBP
altman-building-2020	68	19	multidimensional	multidimensional	JJ
altman-building-2020	68	20	arrays	array	NNS
altman-building-2020	68	21	,	,	,
altman-building-2020	68	22	tensors	tensor	NNS
altman-building-2020	68	23	,	,	,
altman-building-2020	68	24	matrices	matrix	NNS
altman-building-2020	68	25	,	,	,
altman-building-2020	68	26	and	and	CC
altman-building-2020	68	27	DataFrames	DataFrames	NNP
altman-building-2020	68	28	.	.	.
altman-building-2020	69	1	Look	look	VB
altman-building-2020	69	2	ahead	ahead	RB
altman-building-2020	69	3	to	to	IN
altman-building-2020	69	4	specific	specific	JJ
altman-building-2020	69	5	functions	function	NNS
altman-building-2020	69	6	in	in	IN
altman-building-2020	69	7	the	the	DT
altman-building-2020	69	8	specific	specific	JJ
altman-building-2020	69	9	libraries	library	NNS
altman-building-2020	69	10	you	-PRON-	PRP
altman-building-2020	69	11	plan	plan	VBP
altman-building-2020	69	12	to	to	TO
altman-building-2020	69	13	use	use	VB
altman-building-2020	69	14	,	,	,
altman-building-2020	69	15	and	and	CC
altman-building-2020	69	16	see	see	VB
altman-building-2020	69	17	what	what	WDT
altman-building-2020	69	18	type	type	NN
altman-building-2020	69	19	of	of	IN
altman-building-2020	69	20	input	input	NN
altman-building-2020	69	21	data	datum	NNS
altman-building-2020	69	22	is	be	VBZ
altman-building-2020	69	23	required	require	VBN
altman-building-2020	69	24	.	.	.
altman-building-2020	70	1	You	-PRON-	PRP
altman-building-2020	70	2	do	do	VBP
altman-building-2020	70	3	n’t	not	RB
altman-building-2020	70	4	have	have	VB
altman-building-2020	70	5	to	to	TO
altman-building-2020	70	6	use	use	VB
altman-building-2020	70	7	these	these	DT
altman-building-2020	70	8	same	same	JJ
altman-building-2020	70	9	formats	format	NNS
altman-building-2020	70	10	during	during	IN
altman-building-2020	70	11	your	-PRON-	PRP$
altman-building-2020	70	12	data	data	NN
altman-building-2020	70	13	preparations	preparation	NNS
altman-building-2020	70	14	,	,	,
altman-building-2020	70	15	though	though	IN
altman-building-2020	70	16	it	-PRON-	PRP
altman-building-2020	70	17	can	can	MD
altman-building-2020	70	18	simplify	simplify	VB
altman-building-2020	70	19	the	the	DT
altman-building-2020	70	20	process	process	NN
altman-building-2020	70	21	.	.	.
altman-building-2020	71	1	Data	datum	NNS
altman-building-2020	71	2	cleanup	cleanup	NN
altman-building-2020	71	3	and	and	CC
altman-building-2020	71	4	transformation	transformation	NN
altman-building-2020	71	5	is	be	VBZ
altman-building-2020	71	6	an	an	DT
altman-building-2020	71	7	art	art	NN
altman-building-2020	71	8	.	.	.
altman-building-2020	72	1	Data	datum	NNS
altman-building-2020	72	2	is	be	VBZ
altman-building-2020	72	3	messy	messy	JJ
altman-building-2020	72	4	,	,	,
altman-building-2020	72	5	and	and	CC
altman-building-2020	72	6	the	the	DT
altman-building-2020	72	7	messier	messy	JJR
altman-building-2020	72	8	the	the	DT
altman-building-2020	72	9	data	datum	NNS
altman-building-2020	72	10	,	,	,
altman-building-2020	72	11	the	the	DT
altman-building-2020	72	12	harder	hard	JJR
altman-building-2020	72	13	it	-PRON-	PRP
altman-building-2020	72	14	is	be	VBZ
altman-building-2020	72	15	to	to	TO
altman-building-2020	72	16	analyze	analyze	VB
altman-building-2020	72	17	and	and	CC
altman-building-2020	72	18	uncover	uncover	VB
altman-building-2020	72	19	underlying	underlying	JJ
altman-building-2020	72	20	patterns	pattern	NNS
altman-building-2020	72	21	.	.	.
altman-building-2020	73	1	Yet	yet	CC
altman-building-2020	73	2	,	,	,
altman-building-2020	73	3	we	-PRON-	PRP
altman-building-2020	73	4	are	be	VBP
altman-building-2020	73	5	only	only	RB
altman-building-2020	73	6	human	human	JJ
altman-building-2020	73	7	,	,	,
altman-building-2020	73	8	and	and	CC
altman-building-2020	73	9	perfect	perfect	JJ
altman-building-2020	73	10	data	data	NN
altman-building-2020	73	11	is	be	VBZ
altman-building-2020	73	12	far	far	RB
altman-building-2020	73	13	beyond	beyond	IN
altman-building-2020	73	14	our	-PRON-	PRP$
altman-building-2020	73	15	reach	reach	NN
altman-building-2020	73	16	.	.	.
altman-building-2020	74	1	To	to	TO
altman-building-2020	74	2	strike	strike	VB
altman-building-2020	74	3	a	a	DT
altman-building-2020	74	4	workable	workable	JJ
altman-building-2020	74	5	balance	balance	NN
altman-building-2020	74	6	,	,	,
altman-building-2020	74	7	focus	focus	VBP
altman-building-2020	74	8	on	on	IN
altman-building-2020	74	9	those	those	DT
altman-building-2020	74	10	cleanup	cleanup	NN
altman-building-2020	74	11	tasks	task	NNS
altman-building-2020	74	12	that	that	WDT
altman-building-2020	74	13	you	-PRON-	PRP
altman-building-2020	74	14	know	know	VBP
altman-building-2020	74	15	(	(	-LRB-
altman-building-2020	74	16	or	or	CC
altman-building-2020	74	17	strongly	strongly	RB
altman-building-2020	74	18	suspect	suspect	VB
altman-building-2020	74	19	)	)	-RRB-
altman-building-2020	74	20	will	will	MD
altman-building-2020	74	21	have	have	VB
altman-building-2020	74	22	a	a	DT
altman-building-2020	74	23	significant	significant	JJ
altman-building-2020	74	24	impact	impact	NN
altman-building-2020	74	25	on	on	IN
altman-building-2020	74	26	the	the	DT
altman-building-2020	74	27	final	final	JJ
altman-building-2020	74	28	product	product	NN
altman-building-2020	74	29	.	.	.
altman-building-2020	75	1	Cleanup	cleanup	NN
altman-building-2020	75	2	and	and	CC
altman-building-2020	75	3	transformation	transformation	NN
altman-building-2020	75	4	operations	operation	NNS
altman-building-2020	75	5	include	include	VBP
altman-building-2020	75	6	removing	remove	VBG
altman-building-2020	75	7	punctuation	punctuation	NN
altman-building-2020	75	8	or	or	CC
altman-building-2020	75	9	stopwords	stopword	NNS
altman-building-2020	75	10	from	from	IN
altman-building-2020	75	11	textual	textual	JJ
altman-building-2020	75	12	data	datum	NNS
altman-building-2020	75	13	,	,	,
altman-building-2020	75	14	standardizing	standardize	VBG
altman-building-2020	75	15	date	date	NN
altman-building-2020	75	16	and	and	CC
altman-building-2020	75	17	number	number	NN
altman-building-2020	75	18	formats	format	NNS
altman-building-2020	75	19	,	,	,
altman-building-2020	75	20	replacing	replace	VBG
altman-building-2020	75	21	missing	miss	VBG
altman-building-2020	75	22	or	or	CC
altman-building-2020	75	23	dummy	dummy	JJ
altman-building-2020	75	24	values	value	NNS
altman-building-2020	75	25	with	with	IN
altman-building-2020	75	26	a	a	DT
altman-building-2020	75	27	meaningful	meaningful	JJ
altman-building-2020	75	28	default	default	NN
altman-building-2020	75	29	,	,	,
altman-building-2020	75	30	and	and	CC
altman-building-2020	75	31	excluding	exclude	VBG
altman-building-2020	75	32	data	datum	NNS
altman-building-2020	75	33	that	that	WDT
altman-building-2020	75	34	is	be	VBZ
altman-building-2020	75	35	known	know	VBN
altman-building-2020	75	36	to	to	TO
altman-building-2020	75	37	be	be	VB
altman-building-2020	75	38	erroneous	erroneous	JJ
altman-building-2020	75	39	or	or	CC
altman-building-2020	75	40	atypical	atypical	JJ
altman-building-2020	75	41	.	.	.
altman-building-2020	76	1	You	-PRON-	PRP
altman-building-2020	76	2	will	will	MD
altman-building-2020	76	3	select	select	VB
altman-building-2020	76	4	relevant	relevant	JJ
altman-building-2020	76	5	data	data	NN
altman-building-2020	76	6	points	point	NNS
altman-building-2020	76	7	,	,	,
altman-building-2020	76	8	and	and	CC
altman-building-2020	76	9	you	-PRON-	PRP
altman-building-2020	76	10	may	may	MD
altman-building-2020	76	11	need	need	VB
altman-building-2020	76	12	to	to	TO
altman-building-2020	76	13	represent	represent	VB
altman-building-2020	76	14	them	-PRON-	PRP
altman-building-2020	76	15	in	in	IN
altman-building-2020	76	16	a	a	DT
altman-building-2020	76	17	new	new	JJ
altman-building-2020	76	18	way	way	NN
altman-building-2020	76	19	:	:	:
altman-building-2020	76	20	a	a	DT
altman-building-2020	76	21	birth	birth	NN
altman-building-2020	76	22	date	date	NN
altman-building-2020	76	23	becomes	become	VBZ
altman-building-2020	76	24	age	age	NN
altman-building-2020	76	25	range	range	NN
altman-building-2020	76	26	;	;	:
altman-building-2020	76	27	a	a	DT
altman-building-2020	76	28	place	place	NN
altman-building-2020	76	29	name	name	NN
altman-building-2020	76	30	becomes	become	VBZ
altman-building-2020	76	31	geo	geo	NN
altman-building-2020	76	32	-	-	HYPH
altman-building-2020	76	33	coordinates	coordinate	NNS
altman-building-2020	76	34	;	;	:
altman-building-2020	76	35	a	a	DT
altman-building-2020	76	36	text	text	NN
altman-building-2020	76	37	document	document	NN
altman-building-2020	76	38	becomes	become	VBZ
altman-building-2020	76	39	a	a	DT
altman-building-2020	76	40	word	word	NN
altman-building-2020	76	41	density	density	NN
altman-building-2020	76	42	vector	vector	NN
altman-building-2020	76	43	.	.	.
altman-building-2020	77	1	There	there	EX
altman-building-2020	77	2	are	be	VBP
altman-building-2020	77	3	many	many	JJ
altman-building-2020	77	4	possible	possible	JJ
altman-building-2020	77	5	normalizations	normalization	NNS
altman-building-2020	77	6	to	to	TO
altman-building-2020	77	7	perform	perform	VB
altman-building-2020	77	8	,	,	,
altman-building-2020	77	9	depending	depend	VBG
altman-building-2020	77	10	on	on	IN
altman-building-2020	77	11	your	-PRON-	PRP$
altman-building-2020	77	12	dataset	dataset	NN
altman-building-2020	77	13	and	and	CC
altman-building-2020	77	14	which	which	WDT
altman-building-2020	77	15	algorithm(s	algorithm(s	NNP
altman-building-2020	77	16	)	)	-RRB-
altman-building-2020	77	17	you	-PRON-	PRP
altman-building-2020	77	18	plan	plan	VBP
altman-building-2020	77	19	to	to	TO
altman-building-2020	77	20	use	use	VB
altman-building-2020	77	21	.	.	.
altman-building-2020	78	1	It	-PRON-	PRP
altman-building-2020	78	2	’s	’	VBZ
altman-building-2020	78	3	not	not	RB
altman-building-2020	78	4	a	a	DT
altman-building-2020	78	5	bad	bad	JJ
altman-building-2020	78	6	idea	idea	NN
altman-building-2020	78	7	to	to	TO
altman-building-2020	78	8	ensure	ensure	VB
altman-building-2020	78	9	that	that	IN
altman-building-2020	78	10	there	there	EX
altman-building-2020	78	11	’s	’	VBZ
altman-building-2020	78	12	a	a	DT
altman-building-2020	78	13	genuinely	genuinely	RB
altman-building-2020	78	14	unique	unique	JJ
altman-building-2020	78	15	identifier	identifier	NN
altman-building-2020	78	16	for	for	IN
altman-building-2020	78	17	each	each	DT
altman-building-2020	78	18	record	record	NN
altman-building-2020	78	19	(	(	-LRB-
altman-building-2020	78	20	even	even	RB
altman-building-2020	78	21	if	if	IN
altman-building-2020	78	22	you	-PRON-	PRP
altman-building-2020	78	23	do	do	VBP
altman-building-2020	78	24	n’t	not	RB
altman-building-2020	78	25	see	see	VB
altman-building-2020	78	26	an	an	DT
altman-building-2020	78	27	immediate	immediate	JJ
altman-building-2020	78	28	need	need	NN
altman-building-2020	78	29	for	for	IN
altman-building-2020	78	30	one	one	CD
altman-building-2020	78	31	)	)	-RRB-
altman-building-2020	78	32	.	.	.
altman-building-2020	79	1	This	this	DT
altman-building-2020	79	2	is	be	VBZ
altman-building-2020	79	3	also	also	RB
altman-building-2020	79	4	a	a	DT
altman-building-2020	79	5	good	good	JJ
altman-building-2020	79	6	time	time	NN
altman-building-2020	79	7	to	to	TO
altman-building-2020	79	8	reflect	reflect	VB
altman-building-2020	79	9	on	on	IN
altman-building-2020	79	10	any	any	DT
altman-building-2020	79	11	biases	bias	NNS
altman-building-2020	79	12	that	that	WDT
altman-building-2020	79	13	might	may	MD
altman-building-2020	79	14	be	be	VB
altman-building-2020	79	15	inherent	inherent	JJ
altman-building-2020	79	16	in	in	IN
altman-building-2020	79	17	your	-PRON-	PRP$
altman-building-2020	79	18	data	datum	NNS
altman-building-2020	79	19	,	,	,
altman-building-2020	79	20	and	and	CC
altman-building-2020	79	21	whether	whether	IN
altman-building-2020	79	22	or	or	CC
altman-building-2020	79	23	not	not	RB
altman-building-2020	79	24	you	-PRON-	PRP
altman-building-2020	79	25	can	can	MD
altman-building-2020	79	26	adjust	adjust	VB
altman-building-2020	79	27	for	for	IN
altman-building-2020	79	28	them	-PRON-	PRP
altman-building-2020	79	29	;	;	:
altman-building-2020	79	30	even	even	RB
altman-building-2020	79	31	if	if	IN
altman-building-2020	79	32	you	-PRON-	PRP
altman-building-2020	79	33	can	can	MD
altman-building-2020	79	34	not	not	RB
altman-building-2020	79	35	,	,	,
altman-building-2020	79	36	understanding	understand	VBG
altman-building-2020	79	37	how	how	WRB
altman-building-2020	79	38	they	-PRON-	PRP
altman-building-2020	79	39	might	may	MD
altman-building-2020	79	40	impact	impact	VB
altman-building-2020	79	41	the	the	DT
altman-building-2020	79	42	ML	ML	NNP
altman-building-2020	79	43	process	process	NN
altman-building-2020	79	44	will	will	MD
altman-building-2020	79	45	help	help	VB
altman-building-2020	79	46	you	-PRON-	PRP
altman-building-2020	79	47	conduct	conduct	VB
altman-building-2020	79	48	a	a	DT
altman-building-2020	79	49	more	more	RBR
altman-building-2020	79	50	nuanced	nuanced	JJ
altman-building-2020	79	51	analysis	analysis	NN
altman-building-2020	79	52	and	and	CC
altman-building-2020	79	53	frame	frame	VB
altman-building-2020	79	54	your	-PRON-	PRP$
altman-building-2020	79	55	final	final	JJ
altman-building-2020	79	56	results	result	NNS
altman-building-2020	79	57	.	.	.
altman-building-2020	80	1	At	at	IN
altman-building-2020	80	2	the	the	DT
altman-building-2020	80	3	very	very	RB
altman-building-2020	80	4	least	least	JJS
altman-building-2020	80	5	,	,	,
altman-building-2020	80	6	you	-PRON-	PRP
altman-building-2020	80	7	can	can	MD
altman-building-2020	80	8	record	record	VB
altman-building-2020	80	9	biases	bias	NNS
altman-building-2020	80	10	in	in	IN
altman-building-2020	80	11	the	the	DT
altman-building-2020	80	12	documentation	documentation	NN
altman-building-2020	80	13	so	so	IN
altman-building-2020	80	14	that	that	IN
altman-building-2020	80	15	future	future	JJ
altman-building-2020	80	16	researchers	researcher	NNS
altman-building-2020	80	17	will	will	MD
altman-building-2020	80	18	be	be	VB
altman-building-2020	80	19	aware	aware	JJ
altman-building-2020	80	20	of	of	IN
altman-building-2020	80	21	them	-PRON-	PRP
altman-building-2020	80	22	and	and	CC
altman-building-2020	80	23	react	react	VBP
altman-building-2020	80	24	accordingly	accordingly	RB
altman-building-2020	80	25	.	.	.
altman-building-2020	81	1	As	as	IN
altman-building-2020	81	2	you	-PRON-	PRP
altman-building-2020	81	3	become	become	VBP
altman-building-2020	81	4	more	more	RBR
altman-building-2020	81	5	familiar	familiar	JJ
altman-building-2020	81	6	with	with	IN
altman-building-2020	81	7	the	the	DT
altman-building-2020	81	8	data	datum	NNS
altman-building-2020	81	9	,	,	,
altman-building-2020	81	10	you	-PRON-	PRP
altman-building-2020	81	11	will	will	MD
altman-building-2020	81	12	likely	likely	RB
altman-building-2020	81	13	hone	hone	VB
altman-building-2020	81	14	your	-PRON-	PRP$
altman-building-2020	81	15	cleanup	cleanup	NN
altman-building-2020	81	16	process	process	NN
altman-building-2020	81	17	and	and	CC
altman-building-2020	81	18	iterate	iterate	VB
altman-building-2020	81	19	through	through	IN
altman-building-2020	81	20	the	the	DT
altman-building-2020	81	21	steps	step	NNS
altman-building-2020	81	22	multiple	multiple	JJ
altman-building-2020	81	23	times	time	NNS
altman-building-2020	81	24	.	.	.
altman-building-2020	82	1	The	the	DT
altman-building-2020	82	2	more	more	RBR
altman-building-2020	82	3	you	-PRON-	PRP
altman-building-2020	82	4	can	can	MD
altman-building-2020	82	5	learn	learn	VB
altman-building-2020	82	6	about	about	IN
altman-building-2020	82	7	the	the	DT
altman-building-2020	82	8	data	datum	NNS
altman-building-2020	82	9	,	,	,
altman-building-2020	82	10	the	the	DT
altman-building-2020	82	11	better	well	JJR
altman-building-2020	82	12	your	-PRON-	PRP$
altman-building-2020	82	13	preparations	preparation	NNS
altman-building-2020	82	14	will	will	MD
altman-building-2020	82	15	be	be	VB
altman-building-2020	82	16	.	.	.
altman-building-2020	83	1	During	during	IN
altman-building-2020	83	2	the	the	DT
altman-building-2020	83	3	data	data	NN
altman-building-2020	83	4	preparation	preparation	NN
altman-building-2020	83	5	phase	phase	NN
altman-building-2020	83	6	,	,	,
altman-building-2020	83	7	practitioners	practitioner	NNS
altman-building-2020	83	8	often	often	RB
altman-building-2020	83	9	make	make	VBP
altman-building-2020	83	10	use	use	NN
altman-building-2020	83	11	of	of	IN
altman-building-2020	83	12	visualizations	visualization	NNS
altman-building-2020	83	13	and	and	CC
altman-building-2020	83	14	query	query	NN
altman-building-2020	83	15	frameworks	framework	VBZ
altman-building-2020	83	16	to	to	TO
altman-building-2020	83	17	picture	picture	VB
altman-building-2020	83	18	their	-PRON-	PRP$
altman-building-2020	83	19	data	datum	NNS
altman-building-2020	83	20	holistically	holistically	RB
altman-building-2020	83	21	,	,	,
altman-building-2020	83	22	identify	identify	VB
altman-building-2020	83	23	patterns	pattern	NNS
altman-building-2020	83	24	,	,	,
altman-building-2020	83	25	and	and	CC
altman-building-2020	83	26	find	find	VB
altman-building-2020	83	27	errors	error	NNS
altman-building-2020	83	28	or	or	CC
altman-building-2020	83	29	outliers	outlier	NNS
altman-building-2020	83	30	.	.	.
altman-building-2020	84	1	Some	some	DT
altman-building-2020	84	2	ML	ML	NNP
altman-building-2020	84	3	tools	tool	NNS
altman-building-2020	84	4	support	support	VBP
altman-building-2020	84	5	these	these	DT
altman-building-2020	84	6	features	feature	NNS
altman-building-2020	84	7	out	out	RP
altman-building-2020	84	8	-	-	HYPH
altman-building-2020	84	9	of	of	IN
altman-building-2020	84	10	-	-	HYPH
altman-building-2020	84	11	the	the	DT
altman-building-2020	84	12	-	-	HYPH
altman-building-2020	84	13	box	box	NN
altman-building-2020	84	14	,	,	,
altman-building-2020	84	15	or	or	CC
altman-building-2020	84	16	are	be	VBP
altman-building-2020	84	17	intentionally	intentionally	RB
altman-building-2020	84	18	interoperable	interoperable	JJ
altman-building-2020	84	19	with	with	IN
altman-building-2020	84	20	external	external	JJ
altman-building-2020	84	21	query	query	NN
altman-building-2020	84	22	and	and	CC
altman-building-2020	84	23	visualization	visualization	NN
altman-building-2020	84	24	tools	tool	NNS
altman-building-2020	84	25	.	.	.
altman-building-2020	85	1	For	for	IN
altman-building-2020	85	2	a	a	DT
altman-building-2020	85	3	lightweight	lightweight	JJ
altman-building-2020	85	4	tool	tool	NN
altman-building-2020	85	5	,	,	,
altman-building-2020	85	6	consider	consider	VB
altman-building-2020	85	7	spreadsheet	spreadsheet	NN
altman-building-2020	85	8	or	or	CC
altman-building-2020	85	9	notebook	notebook	VBP
altman-building-2020	85	10	software	software	NN
altman-building-2020	85	11	.	.	.
altman-building-2020	86	1	Depending	depend	VBG
altman-building-2020	86	2	on	on	IN
altman-building-2020	86	3	your	-PRON-	PRP$
altman-building-2020	86	4	use	use	NN
altman-building-2020	86	5	case	case	NN
altman-building-2020	86	6	,	,	,
altman-building-2020	86	7	it	-PRON-	PRP
altman-building-2020	86	8	may	may	MD
altman-building-2020	86	9	be	be	VB
altman-building-2020	86	10	worthwhile	worthwhile	JJ
altman-building-2020	86	11	to	to	TO
altman-building-2020	86	12	put	put	VB
altman-building-2020	86	13	your	-PRON-	PRP$
altman-building-2020	86	14	data	datum	NNS
altman-building-2020	86	15	into	into	IN
altman-building-2020	86	16	a	a	DT
altman-building-2020	86	17	temporary	temporary	JJ
altman-building-2020	86	18	database	database	NN
altman-building-2020	86	19	or	or	CC
altman-building-2020	86	20	search	search	NN
altman-building-2020	86	21	index	index	NN
altman-building-2020	86	22	so	so	IN
altman-building-2020	86	23	that	that	IN
altman-building-2020	86	24	you	-PRON-	PRP
altman-building-2020	86	25	can	can	MD
altman-building-2020	86	26	make	make	VB
altman-building-2020	86	27	use	use	NN
altman-building-2020	86	28	of	of	IN
altman-building-2020	86	29	a	a	DT
altman-building-2020	86	30	more	more	RBR
altman-building-2020	86	31	sophisticated	sophisticated	JJ
altman-building-2020	86	32	query	query	NN
altman-building-2020	86	33	interface	interface	NN
altman-building-2020	86	34	.	.	.
altman-building-2020	87	1	Model	model	NN
altman-building-2020	87	2	testing	testing	NN
altman-building-2020	87	3	and	and	CC
altman-building-2020	87	4	training	training	NN
altman-building-2020	87	5	During	during	IN
altman-building-2020	87	6	the	the	DT
altman-building-2020	87	7	testing	testing	NN
altman-building-2020	87	8	and	and	CC
altman-building-2020	87	9	training	training	NN
altman-building-2020	87	10	phase	phase	NN
altman-building-2020	87	11	,	,	,
altman-building-2020	87	12	you	-PRON-	PRP
altman-building-2020	87	13	will	will	MD
altman-building-2020	87	14	build	build	VB
altman-building-2020	87	15	multiple	multiple	JJ
altman-building-2020	87	16	models	model	NNS
altman-building-2020	87	17	and	and	CC
altman-building-2020	87	18	determine	determine	VB
altman-building-2020	87	19	which	which	WDT
altman-building-2020	87	20	one	one	PRP
altman-building-2020	87	21	gives	give	VBZ
altman-building-2020	87	22	you	-PRON-	PRP
altman-building-2020	87	23	the	the	DT
altman-building-2020	87	24	best	good	JJS
altman-building-2020	87	25	results	result	NNS
altman-building-2020	87	26	.	.	.
altman-building-2020	88	1	One	one	CD
altman-building-2020	88	2	of	of	IN
altman-building-2020	88	3	the	the	DT
altman-building-2020	88	4	main	main	JJ
altman-building-2020	88	5	ways	way	NNS
altman-building-2020	88	6	you	-PRON-	PRP
altman-building-2020	88	7	will	will	MD
altman-building-2020	88	8	tune	tune	VB
altman-building-2020	88	9	your	-PRON-	PRP$
altman-building-2020	88	10	model	model	NN
altman-building-2020	88	11	is	be	VBZ
altman-building-2020	88	12	by	by	IN
altman-building-2020	88	13	trying	try	VBG
altman-building-2020	88	14	multiple	multiple	JJ
altman-building-2020	88	15	combinations	combination	NNS
altman-building-2020	88	16	of	of	IN
altman-building-2020	88	17	hyperparameters	hyperparameter	NNS
altman-building-2020	88	18	.	.	.
altman-building-2020	89	1	A	a	DT
altman-building-2020	89	2	hyperparameter	hyperparameter	NN
altman-building-2020	89	3	is	be	VBZ
altman-building-2020	89	4	a	a	DT
altman-building-2020	89	5	value	value	NN
altman-building-2020	89	6	that	that	WDT
altman-building-2020	89	7	you	-PRON-	PRP
altman-building-2020	89	8	set	set	VBP
altman-building-2020	89	9	before	before	IN
altman-building-2020	89	10	you	-PRON-	PRP
altman-building-2020	89	11	run	run	VBP
altman-building-2020	89	12	the	the	DT
altman-building-2020	89	13	learning	learning	NN
altman-building-2020	89	14	process	process	NN
altman-building-2020	89	15	,	,	,
altman-building-2020	89	16	which	which	WDT
altman-building-2020	89	17	impacts	impact	VBZ
altman-building-2020	89	18	how	how	WRB
altman-building-2020	89	19	the	the	DT
altman-building-2020	89	20	learning	learning	NN
altman-building-2020	89	21	process	process	NN
altman-building-2020	89	22	works	work	VBZ
altman-building-2020	89	23	.	.	.
altman-building-2020	90	1	Hyperparameters	hyperparameter	NNS
altman-building-2020	90	2	control	control	VBP
altman-building-2020	90	3	things	thing	NNS
altman-building-2020	90	4	like	like	IN
altman-building-2020	90	5	the	the	DT
altman-building-2020	90	6	number	number	NN
altman-building-2020	90	7	of	of	IN
altman-building-2020	90	8	learning	learn	VBG
altman-building-2020	90	9	cycles	cycle	NNS
altman-building-2020	90	10	an	an	DT
altman-building-2020	90	11	algorithm	algorithm	NN
altman-building-2020	90	12	will	will	MD
altman-building-2020	90	13	iterate	iterate	VB
altman-building-2020	90	14	through	through	IN
altman-building-2020	90	15	,	,	,
altman-building-2020	90	16	the	the	DT
altman-building-2020	90	17	number	number	NN
altman-building-2020	90	18	of	of	IN
altman-building-2020	90	19	layers	layer	NNS
altman-building-2020	90	20	in	in	IN
altman-building-2020	90	21	a	a	DT
altman-building-2020	90	22	neural	neural	JJ
altman-building-2020	90	23	net	net	NN
altman-building-2020	90	24	,	,	,
altman-building-2020	90	25	the	the	DT
altman-building-2020	90	26	characteristics	characteristic	NNS
altman-building-2020	90	27	of	of	IN
altman-building-2020	90	28	a	a	DT
altman-building-2020	90	29	cluster	cluster	NN
altman-building-2020	90	30	,	,	,
altman-building-2020	90	31	or	or	CC
altman-building-2020	90	32	the	the	DT
altman-building-2020	90	33	number	number	NN
altman-building-2020	90	34	of	of	IN
altman-building-2020	90	35	decision	decision	NN
altman-building-2020	90	36	trees	tree	NNS
altman-building-2020	90	37	in	in	IN
altman-building-2020	90	38	a	a	DT
altman-building-2020	90	39	forest	forest	NN
altman-building-2020	90	40	.	.	.
altman-building-2020	91	1	Often	often	RB
altman-building-2020	91	2	,	,	,
altman-building-2020	91	3	you	-PRON-	PRP
altman-building-2020	91	4	will	will	MD
altman-building-2020	91	5	also	also	RB
altman-building-2020	91	6	want	want	VB
altman-building-2020	91	7	to	to	TO
altman-building-2020	91	8	circle	circle	VB
altman-building-2020	91	9	back	back	RB
altman-building-2020	91	10	to	to	IN
altman-building-2020	91	11	your	-PRON-	PRP$
altman-building-2020	91	12	data	data	NN
altman-building-2020	91	13	preparation	preparation	NN
altman-building-2020	91	14	steps	step	NNS
altman-building-2020	91	15	to	to	TO
altman-building-2020	91	16	try	try	VB
altman-building-2020	91	17	different	different	JJ
altman-building-2020	91	18	configurations	configuration	NNS
altman-building-2020	91	19	,	,	,
altman-building-2020	91	20	apply	apply	VB
altman-building-2020	91	21	new	new	JJ
altman-building-2020	91	22	enhancements	enhancement	NNS
altman-building-2020	91	23	,	,	,
altman-building-2020	91	24	or	or	CC
altman-building-2020	91	25	address	address	VB
altman-building-2020	91	26	new	new	JJ
altman-building-2020	91	27	problems	problem	NNS
altman-building-2020	91	28	and	and	CC
altman-building-2020	91	29	particularities	particularity	NNS
altman-building-2020	91	30	that	that	WDT
altman-building-2020	91	31	you	-PRON-	PRP
altman-building-2020	91	32	’ve	have	VB
altman-building-2020	91	33	uncovered	uncover	VBN
altman-building-2020	91	34	.	.	.
altman-building-2020	92	1	The	the	DT
altman-building-2020	92	2	process	process	NN
altman-building-2020	92	3	is	be	VBZ
altman-building-2020	92	4	deceptively	deceptively	RB
altman-building-2020	92	5	simple	simple	JJ
altman-building-2020	92	6	:	:	:
altman-building-2020	92	7	try	try	VB
altman-building-2020	92	8	out	out	RP
altman-building-2020	92	9	different	different	JJ
altman-building-2020	92	10	configurations	configuration	NNS
altman-building-2020	92	11	until	until	IN
altman-building-2020	92	12	you	-PRON-	PRP
altman-building-2020	92	13	get	get	VBP
altman-building-2020	92	14	a	a	DT
altman-building-2020	92	15	good	good	JJ
altman-building-2020	92	16	result	result	NN
altman-building-2020	92	17	.	.	.
altman-building-2020	93	1	The	the	DT
altman-building-2020	93	2	challenge	challenge	NN
altman-building-2020	93	3	comes	come	VBZ
altman-building-2020	93	4	when	when	WRB
altman-building-2020	93	5	you	-PRON-	PRP
altman-building-2020	93	6	try	try	VBP
altman-building-2020	93	7	to	to	TO
altman-building-2020	93	8	define	define	VB
altman-building-2020	93	9	what	what	WP
altman-building-2020	93	10	constitutes	constitute	VBZ
altman-building-2020	93	11	a	a	DT
altman-building-2020	93	12	good	good	JJ
altman-building-2020	93	13	(	(	-LRB-
altman-building-2020	93	14	or	or	CC
altman-building-2020	93	15	good	good	RB
altman-building-2020	93	16	-	-	HYPH
altman-building-2020	93	17	enough	enough	JJ
altman-building-2020	93	18	)	)	-RRB-
altman-building-2020	93	19	result	result	NN
altman-building-2020	93	20	.	.	.
altman-building-2020	94	1	Measuring	measure	VBG
altman-building-2020	94	2	the	the	DT
altman-building-2020	94	3	quality	quality	NN
altman-building-2020	94	4	of	of	IN
altman-building-2020	94	5	a	a	DT
altman-building-2020	94	6	machine	machine	NN
altman-building-2020	94	7	learning	learn	VBG
altman-building-2020	94	8	model	model	NN
altman-building-2020	94	9	takes	take	VBZ
altman-building-2020	94	10	finesse	finesse	NN
altman-building-2020	94	11	.	.	.
altman-building-2020	95	1	Start	start	VB
altman-building-2020	95	2	by	by	IN
altman-building-2020	95	3	asking	ask	VBG
altman-building-2020	95	4	:	:	:
altman-building-2020	95	5	What	what	WP
altman-building-2020	95	6	would	would	MD
altman-building-2020	95	7	you	-PRON-	PRP
altman-building-2020	95	8	expect	expect	VB
altman-building-2020	95	9	to	to	TO
altman-building-2020	95	10	see	see	VB
altman-building-2020	95	11	if	if	IN
altman-building-2020	95	12	the	the	DT
altman-building-2020	95	13	model	model	NN
altman-building-2020	95	14	learned	learn	VBD
altman-building-2020	95	15	perfectly	perfectly	RB
altman-building-2020	95	16	?	?	.
altman-building-2020	96	1	Equally	equally	RB
altman-building-2020	96	2	important	important	JJ
altman-building-2020	96	3	,	,	,
altman-building-2020	96	4	what	what	WP
altman-building-2020	96	5	would	would	MD
altman-building-2020	96	6	you	-PRON-	PRP
altman-building-2020	96	7	expect	expect	VB
altman-building-2020	96	8	to	to	TO
altman-building-2020	96	9	see	see	VB
altman-building-2020	96	10	if	if	IN
altman-building-2020	96	11	the	the	DT
altman-building-2020	96	12	model	model	NN
altman-building-2020	96	13	did	do	VBD
altman-building-2020	96	14	n’t	not	RB
altman-building-2020	96	15	learn	learn	VB
altman-building-2020	96	16	anything	anything	NN
altman-building-2020	96	17	at	at	RB
altman-building-2020	96	18	all	all	RB
altman-building-2020	96	19	?	?	.
altman-building-2020	97	1	You	-PRON-	PRP
altman-building-2020	97	2	can	can	MD
altman-building-2020	97	3	often	often	RB
altman-building-2020	97	4	utilize	utilize	VB
altman-building-2020	97	5	randomness	randomness	NN
altman-building-2020	97	6	as	as	IN
altman-building-2020	97	7	a	a	DT
altman-building-2020	97	8	stand	stand	NN
altman-building-2020	97	9	-	-	HYPH
altman-building-2020	97	10	in	in	NN
altman-building-2020	97	11	for	for	IN
altman-building-2020	97	12	no	no	DT
altman-building-2020	97	13	learning	learning	NN
altman-building-2020	97	14	,	,	,
altman-building-2020	97	15	e.g.	e.g.	RB
altman-building-2020	98	1	“	"	``
altman-building-2020	98	2	if	if	IN
altman-building-2020	98	3	a	a	DT
altman-building-2020	98	4	result	result	NN
altman-building-2020	98	5	was	be	VBD
altman-building-2020	98	6	selected	select	VBN
altman-building-2020	98	7	at	at	IN
altman-building-2020	98	8	random	random	JJ
altman-building-2020	98	9	,	,	,
altman-building-2020	98	10	the	the	DT
altman-building-2020	98	11	probability	probability	NN
altman-building-2020	98	12	of	of	IN
altman-building-2020	98	13	the	the	DT
altman-building-2020	98	14	desired	desire	VBN
altman-building-2020	98	15	outcome	outcome	NN
altman-building-2020	98	16	would	would	MD
altman-building-2020	98	17	be	be	VB
altman-building-2020	98	18	X	x	NN
altman-building-2020	98	19	”	"	''
altman-building-2020	98	20	.	.	.
altman-building-2020	99	1	These	these	DT
altman-building-2020	99	2	two	two	CD
altman-building-2020	99	3	questions	question	NNS
altman-building-2020	99	4	will	will	MD
altman-building-2020	99	5	help	help	VB
altman-building-2020	99	6	you	-PRON-	PRP
altman-building-2020	99	7	to	to	TO
altman-building-2020	99	8	set	set	VB
altman-building-2020	99	9	benchmarks	benchmark	NNS
altman-building-2020	99	10	at	at	IN
altman-building-2020	99	11	both	both	DT
altman-building-2020	99	12	extremes	extreme	NNS
altman-building-2020	99	13	of	of	IN
altman-building-2020	99	14	the	the	DT
altman-building-2020	99	15	realm	realm	NN
altman-building-2020	99	16	of	of	IN
altman-building-2020	99	17	possible	possible	JJ
altman-building-2020	99	18	outcomes	outcome	NNS
altman-building-2020	99	19	.	.	.
altman-building-2020	100	1	Perfection	perfection	NN
altman-building-2020	100	2	is	be	VBZ
altman-building-2020	100	3	illusive	illusive	JJ
altman-building-2020	100	4	,	,	,
altman-building-2020	100	5	and	and	CC
altman-building-2020	100	6	the	the	DT
altman-building-2020	100	7	return	return	NN
altman-building-2020	100	8	on	on	IN
altman-building-2020	100	9	investment	investment	NN
altman-building-2020	100	10	dwindles	dwindle	NNS
altman-building-2020	100	11	after	after	IN
altman-building-2020	100	12	a	a	DT
altman-building-2020	100	13	while	while	NN
altman-building-2020	100	14	,	,	,
altman-building-2020	100	15	so	so	RB
altman-building-2020	100	16	be	be	VB
altman-building-2020	100	17	prepared	prepared	JJ
altman-building-2020	100	18	to	to	TO
altman-building-2020	100	19	stop	stop	VB
altman-building-2020	100	20	training	train	VBG
altman-building-2020	100	21	once	once	IN
altman-building-2020	100	22	you	-PRON-	PRP
altman-building-2020	100	23	’ve	have	VB
altman-building-2020	100	24	arrived	arrive	VBD
altman-building-2020	100	25	at	at	IN
altman-building-2020	100	26	an	an	DT
altman-building-2020	100	27	acceptably	acceptably	RB
altman-building-2020	100	28	good	good	JJ
altman-building-2020	100	29	model	model	NN
altman-building-2020	100	30	.	.	.
altman-building-2020	101	1	In	in	IN
altman-building-2020	101	2	a	a	DT
altman-building-2020	101	3	supervised	supervise	VBN
altman-building-2020	101	4	learning	learning	NN
altman-building-2020	101	5	problem	problem	NN
altman-building-2020	101	6	the	the	DT
altman-building-2020	101	7	dataset	dataset	NN
altman-building-2020	101	8	is	be	VBZ
altman-building-2020	101	9	split	split	VBN
altman-building-2020	101	10	into	into	IN
altman-building-2020	101	11	training	training	NN
altman-building-2020	101	12	and	and	CC
altman-building-2020	101	13	testing	testing	NN
altman-building-2020	101	14	datasets	dataset	NNS
altman-building-2020	101	15	.	.	.
altman-building-2020	102	1	The	the	DT
altman-building-2020	102	2	algorithm	algorithm	NNP
altman-building-2020	102	3	uses	use	VBZ
altman-building-2020	102	4	the	the	DT
altman-building-2020	102	5	training	training	NN
altman-building-2020	102	6	data	datum	NNS
altman-building-2020	102	7	to	to	TO
altman-building-2020	102	8	“	"	``
altman-building-2020	102	9	learn	learn	VB
altman-building-2020	102	10	”	"	''
altman-building-2020	102	11	a	a	DT
altman-building-2020	102	12	set	set	NN
altman-building-2020	102	13	of	of	IN
altman-building-2020	102	14	rules	rule	NNS
altman-building-2020	102	15	that	that	WDT
altman-building-2020	102	16	it	-PRON-	PRP
altman-building-2020	102	17	can	can	MD
altman-building-2020	102	18	subsequently	subsequently	RB
altman-building-2020	102	19	apply	apply	VB
altman-building-2020	102	20	to	to	IN
altman-building-2020	102	21	new	new	JJ
altman-building-2020	102	22	,	,	,
altman-building-2020	102	23	unseen	unseen	JJ
altman-building-2020	102	24	data	datum	NNS
altman-building-2020	102	25	to	to	TO
altman-building-2020	102	26	predict	predict	VB
altman-building-2020	102	27	the	the	DT
altman-building-2020	102	28	outcome	outcome	NN
altman-building-2020	102	29	.	.	.
altman-building-2020	103	1	The	the	DT
altman-building-2020	103	2	testing	testing	NN
altman-building-2020	103	3	dataset	dataset	NN
altman-building-2020	103	4	(	(	-LRB-
altman-building-2020	103	5	also	also	RB
altman-building-2020	103	6	called	call	VBN
altman-building-2020	103	7	a	a	DT
altman-building-2020	103	8	validation	validation	NN
altman-building-2020	103	9	dataset	dataset	NN
altman-building-2020	103	10	)	)	-RRB-
altman-building-2020	103	11	is	be	VBZ
altman-building-2020	103	12	used	use	VBN
altman-building-2020	103	13	to	to	TO
altman-building-2020	103	14	test	test	VB
altman-building-2020	103	15	how	how	WRB
altman-building-2020	103	16	well	well	RB
altman-building-2020	103	17	the	the	DT
altman-building-2020	103	18	model	model	NN
altman-building-2020	103	19	performs	perform	VBZ
altman-building-2020	103	20	.	.	.
altman-building-2020	104	1	Often	often	RB
altman-building-2020	104	2	,	,	,
altman-building-2020	104	3	a	a	DT
altman-building-2020	104	4	third	third	JJ
altman-building-2020	104	5	dataset	dataset	NN
altman-building-2020	104	6	is	be	VBZ
altman-building-2020	104	7	held	hold	VBN
altman-building-2020	104	8	out	out	RP
altman-building-2020	104	9	as	as	RB
altman-building-2020	104	10	well	well	RB
altman-building-2020	104	11	,	,	,
altman-building-2020	104	12	reserved	reserve	VBN
altman-building-2020	104	13	for	for	IN
altman-building-2020	104	14	final	final	JJ
altman-building-2020	104	15	testing	testing	NN
altman-building-2020	104	16	after	after	IN
altman-building-2020	104	17	the	the	DT
altman-building-2020	104	18	model	model	NN
altman-building-2020	104	19	has	have	VBZ
altman-building-2020	104	20	been	be	VBN
altman-building-2020	104	21	trained	train	VBN
altman-building-2020	104	22	.	.	.
altman-building-2020	105	1	This	this	DT
altman-building-2020	105	2	third	third	JJ
altman-building-2020	105	3	dataset	dataset	NN
altman-building-2020	105	4	provides	provide	VBZ
altman-building-2020	105	5	an	an	DT
altman-building-2020	105	6	additional	additional	JJ
altman-building-2020	105	7	bulwark	bulwark	NN
altman-building-2020	105	8	against	against	IN
altman-building-2020	105	9	bias	bias	NN
altman-building-2020	105	10	and	and	CC
altman-building-2020	105	11	overfitting	overfitting	NN
altman-building-2020	105	12	.	.	.
altman-building-2020	106	1	Results	result	NNS
altman-building-2020	106	2	are	be	VBP
altman-building-2020	106	3	typically	typically	RB
altman-building-2020	106	4	evaluated	evaluate	VBN
altman-building-2020	106	5	based	base	VBN
altman-building-2020	106	6	on	on	IN
altman-building-2020	106	7	some	some	DT
altman-building-2020	106	8	statistical	statistical	JJ
altman-building-2020	106	9	measurement	measurement	NN
altman-building-2020	106	10	that	that	WDT
altman-building-2020	106	11	is	be	VBZ
altman-building-2020	106	12	directly	directly	RB
altman-building-2020	106	13	relevant	relevant	JJ
altman-building-2020	106	14	to	to	IN
altman-building-2020	106	15	your	-PRON-	PRP$
altman-building-2020	106	16	research	research	NN
altman-building-2020	106	17	question	question	NN
altman-building-2020	106	18	.	.	.
altman-building-2020	107	1	In	in	IN
altman-building-2020	107	2	a	a	DT
altman-building-2020	107	3	classification	classification	NN
altman-building-2020	107	4	problem	problem	NN
altman-building-2020	107	5	,	,	,
altman-building-2020	107	6	you	-PRON-	PRP
altman-building-2020	107	7	might	may	MD
altman-building-2020	107	8	optimize	optimize	VB
altman-building-2020	107	9	for	for	IN
altman-building-2020	107	10	recall	recall	NN
altman-building-2020	107	11	or	or	CC
altman-building-2020	107	12	precision	precision	NN
altman-building-2020	107	13	.	.	.
altman-building-2020	108	1	In	in	IN
altman-building-2020	108	2	a	a	DT
altman-building-2020	108	3	regression	regression	NN
altman-building-2020	108	4	problem	problem	NN
altman-building-2020	108	5	,	,	,
altman-building-2020	108	6	you	-PRON-	PRP
altman-building-2020	108	7	can	can	MD
altman-building-2020	108	8	use	use	VB
altman-building-2020	108	9	formulas	formula	NNS
altman-building-2020	108	10	such	such	JJ
altman-building-2020	108	11	as	as	IN
altman-building-2020	108	12	the	the	DT
altman-building-2020	108	13	root	root	NN
altman-building-2020	108	14	-	-	HYPH
altman-building-2020	108	15	mean	mean	JJ
altman-building-2020	108	16	square	square	JJ
altman-building-2020	108	17	deviation	deviation	NN
altman-building-2020	108	18	to	to	TO
altman-building-2020	108	19	measure	measure	VB
altman-building-2020	108	20	how	how	WRB
altman-building-2020	108	21	well	well	RB
altman-building-2020	108	22	the	the	DT
altman-building-2020	108	23	regression	regression	NN
altman-building-2020	108	24	line	line	NN
altman-building-2020	108	25	matches	match	VBZ
altman-building-2020	108	26	the	the	DT
altman-building-2020	108	27	actual	actual	JJ
altman-building-2020	108	28	data	data	NN
altman-building-2020	108	29	points	point	NNS
altman-building-2020	108	30	.	.	.
altman-building-2020	109	1	How	how	WRB
altman-building-2020	109	2	you	-PRON-	PRP
altman-building-2020	109	3	choose	choose	VBP
altman-building-2020	109	4	to	to	TO
altman-building-2020	109	5	optimize	optimize	VB
altman-building-2020	109	6	your	-PRON-	PRP$
altman-building-2020	109	7	model	model	NN
altman-building-2020	109	8	will	will	MD
altman-building-2020	109	9	depend	depend	VB
altman-building-2020	109	10	on	on	IN
altman-building-2020	109	11	your	-PRON-	PRP$
altman-building-2020	109	12	specific	specific	JJ
altman-building-2020	109	13	context	context	NN
altman-building-2020	109	14	and	and	CC
altman-building-2020	109	15	priorities	priority	NNS
altman-building-2020	109	16	.	.	.
altman-building-2020	110	1	Testing	test	VBG
altman-building-2020	110	2	an	an	DT
altman-building-2020	110	3	unsupervised	unsupervised	JJ
altman-building-2020	110	4	model	model	NN
altman-building-2020	110	5	is	be	VBZ
altman-building-2020	110	6	not	not	RB
altman-building-2020	110	7	as	as	RB
altman-building-2020	110	8	straightforward	straightforward	JJ
altman-building-2020	110	9	,	,	,
altman-building-2020	110	10	since	since	IN
altman-building-2020	110	11	there	there	EX
altman-building-2020	110	12	is	be	VBZ
altman-building-2020	110	13	no	no	DT
altman-building-2020	110	14	preconceived	preconceived	JJ
altman-building-2020	110	15	notion	notion	NN
altman-building-2020	110	16	of	of	IN
altman-building-2020	110	17	correct	correct	JJ
altman-building-2020	110	18	and	and	CC
altman-building-2020	110	19	incorrect	incorrect	JJ
altman-building-2020	110	20	categorization	categorization	NN
altman-building-2020	110	21	.	.	.
altman-building-2020	111	1	You	-PRON-	PRP
altman-building-2020	111	2	can	can	MD
altman-building-2020	111	3	sometimes	sometimes	RB
altman-building-2020	111	4	rely	rely	VB
altman-building-2020	111	5	on	on	IN
altman-building-2020	111	6	a	a	DT
altman-building-2020	111	7	known	know	VBN
altman-building-2020	111	8	pattern	pattern	NN
altman-building-2020	111	9	in	in	IN
altman-building-2020	111	10	the	the	DT
altman-building-2020	111	11	underlying	underlying	JJ
altman-building-2020	111	12	dataset	dataset	NN
altman-building-2020	111	13	that	that	IN
altman-building-2020	111	14	you	-PRON-	PRP
altman-building-2020	111	15	would	would	MD
altman-building-2020	111	16	reasonably	reasonably	RB
altman-building-2020	111	17	expect	expect	VB
altman-building-2020	111	18	to	to	TO
altman-building-2020	111	19	be	be	VB
altman-building-2020	111	20	reflected	reflect	VBN
altman-building-2020	111	21	in	in	IN
altman-building-2020	111	22	a	a	DT
altman-building-2020	111	23	successful	successful	JJ
altman-building-2020	111	24	model	model	NN
altman-building-2020	111	25	.	.	.
altman-building-2020	112	1	There	there	EX
altman-building-2020	112	2	may	may	MD
altman-building-2020	112	3	also	also	RB
altman-building-2020	112	4	be	be	VB
altman-building-2020	112	5	characteristics	characteristic	NNS
altman-building-2020	112	6	of	of	IN
altman-building-2020	112	7	the	the	DT
altman-building-2020	112	8	final	final	JJ
altman-building-2020	112	9	model	model	NN
altman-building-2020	112	10	that	that	WDT
altman-building-2020	112	11	indicate	indicate	VBP
altman-building-2020	112	12	success	success	NN
altman-building-2020	112	13	.	.	.
altman-building-2020	113	1	For	for	IN
altman-building-2020	113	2	example	example	NN
altman-building-2020	113	3	,	,	,
altman-building-2020	113	4	if	if	IN
altman-building-2020	113	5	you	-PRON-	PRP
altman-building-2020	113	6	are	be	VBP
altman-building-2020	113	7	working	work	VBG
altman-building-2020	113	8	with	with	IN
altman-building-2020	113	9	a	a	DT
altman-building-2020	113	10	clustering	cluster	VBG
altman-building-2020	113	11	algorithm	algorithm	NN
altman-building-2020	113	12	,	,	,
altman-building-2020	113	13	models	model	NNS
altman-building-2020	113	14	with	with	IN
altman-building-2020	113	15	dense	dense	JJ
altman-building-2020	113	16	,	,	,
altman-building-2020	113	17	well	well	RB
altman-building-2020	113	18	-	-	HYPH
altman-building-2020	113	19	defined	define	VBN
altman-building-2020	113	20	clusters	cluster	NNS
altman-building-2020	113	21	are	be	VBP
altman-building-2020	113	22	probably	probably	RB
altman-building-2020	113	23	better	well	JJR
altman-building-2020	113	24	than	than	IN
altman-building-2020	113	25	sparse	sparse	VB
altman-building-2020	113	26	clusters	cluster	NNS
altman-building-2020	113	27	with	with	IN
altman-building-2020	113	28	vague	vague	JJ
altman-building-2020	113	29	boundaries	boundary	NNS
altman-building-2020	113	30	.	.	.
altman-building-2020	114	1	In	in	IN
altman-building-2020	114	2	unsupervised	unsupervised	JJ
altman-building-2020	114	3	learning	learning	NN
altman-building-2020	114	4	,	,	,
altman-building-2020	114	5	you	-PRON-	PRP
altman-building-2020	114	6	may	may	MD
altman-building-2020	114	7	want	want	VB
altman-building-2020	114	8	to	to	TO
altman-building-2020	114	9	hold	hold	VB
altman-building-2020	114	10	back	back	RP
altman-building-2020	114	11	some	some	DT
altman-building-2020	114	12	portion	portion	NN
altman-building-2020	114	13	of	of	IN
altman-building-2020	114	14	your	-PRON-	PRP$
altman-building-2020	114	15	data	datum	NNS
altman-building-2020	114	16	to	to	TO
altman-building-2020	114	17	perform	perform	VB
altman-building-2020	114	18	an	an	DT
altman-building-2020	114	19	independent	independent	JJ
altman-building-2020	114	20	validation	validation	NN
altman-building-2020	114	21	of	of	IN
altman-building-2020	114	22	your	-PRON-	PRP$
altman-building-2020	114	23	results	result	NNS
altman-building-2020	114	24	,	,	,
altman-building-2020	114	25	or	or	CC
altman-building-2020	114	26	you	-PRON-	PRP
altman-building-2020	114	27	may	may	MD
altman-building-2020	114	28	use	use	VB
altman-building-2020	114	29	the	the	DT
altman-building-2020	114	30	entire	entire	JJ
altman-building-2020	114	31	dataset	dataset	NN
altman-building-2020	114	32	to	to	TO
altman-building-2020	114	33	build	build	VB
altman-building-2020	114	34	the	the	DT
altman-building-2020	114	35	model	model	NN
altman-building-2020	114	36	—	—	:
altman-building-2020	114	37	it	-PRON-	PRP
altman-building-2020	114	38	depends	depend	VBZ
altman-building-2020	114	39	on	on	IN
altman-building-2020	114	40	what	what	WDT
altman-building-2020	114	41	type	type	NN
altman-building-2020	114	42	of	of	IN
altman-building-2020	114	43	testing	testing	NN
altman-building-2020	114	44	you	-PRON-	PRP
altman-building-2020	114	45	want	want	VBP
altman-building-2020	114	46	to	to	TO
altman-building-2020	114	47	perform	perform	VB
altman-building-2020	114	48	.	.	.
altman-building-2020	115	1	Application	application	NN
altman-building-2020	115	2	of	of	IN
altman-building-2020	115	3	results	result	NNS
altman-building-2020	115	4	As	as	IN
altman-building-2020	115	5	the	the	DT
altman-building-2020	115	6	final	final	JJ
altman-building-2020	115	7	step	step	NN
altman-building-2020	115	8	of	of	IN
altman-building-2020	115	9	your	-PRON-	PRP$
altman-building-2020	115	10	workflow	workflow	NN
altman-building-2020	115	11	,	,	,
altman-building-2020	115	12	you	-PRON-	PRP
altman-building-2020	115	13	will	will	MD
altman-building-2020	115	14	use	use	VB
altman-building-2020	115	15	your	-PRON-	PRP$
altman-building-2020	115	16	intelligent	intelligent	JJ
altman-building-2020	115	17	model	model	NN
altman-building-2020	115	18	to	to	TO
altman-building-2020	115	19	perform	perform	VB
altman-building-2020	115	20	some	some	DT
altman-building-2020	115	21	task	task	NN
altman-building-2020	115	22	.	.	.
altman-building-2020	116	1	Perhaps	perhaps	RB
altman-building-2020	116	2	you	-PRON-	PRP
altman-building-2020	116	3	will	will	MD
altman-building-2020	116	4	use	use	VB
altman-building-2020	116	5	it	-PRON-	PRP
altman-building-2020	116	6	for	for	IN
altman-building-2020	116	7	scholarly	scholarly	JJ
altman-building-2020	116	8	analysis	analysis	NN
altman-building-2020	116	9	of	of	IN
altman-building-2020	116	10	a	a	DT
altman-building-2020	116	11	dataset	dataset	NN
altman-building-2020	116	12	,	,	,
altman-building-2020	116	13	or	or	CC
altman-building-2020	116	14	perhaps	perhaps	RB
altman-building-2020	116	15	you	-PRON-	PRP
altman-building-2020	116	16	will	will	MD
altman-building-2020	116	17	integrate	integrate	VB
altman-building-2020	116	18	it	-PRON-	PRP
altman-building-2020	116	19	into	into	IN
altman-building-2020	116	20	a	a	DT
altman-building-2020	116	21	software	software	NN
altman-building-2020	116	22	project	project	NN
altman-building-2020	116	23	.	.	.
altman-building-2020	117	1	If	if	IN
altman-building-2020	117	2	it	-PRON-	PRP
altman-building-2020	117	3	is	be	VBZ
altman-building-2020	117	4	the	the	DT
altman-building-2020	117	5	former	former	JJ
altman-building-2020	117	6	,	,	,
altman-building-2020	117	7	consider	consider	VB
altman-building-2020	117	8	how	how	WRB
altman-building-2020	117	9	to	to	TO
altman-building-2020	117	10	export	export	VB
altman-building-2020	117	11	any	any	DT
altman-building-2020	117	12	final	final	JJ
altman-building-2020	117	13	data	datum	NNS
altman-building-2020	117	14	and	and	CC
altman-building-2020	117	15	preserve	preserve	VB
altman-building-2020	117	16	the	the	DT
altman-building-2020	117	17	artifacts	artifact	NNS
altman-building-2020	117	18	of	of	IN
altman-building-2020	117	19	your	-PRON-	PRP$
altman-building-2020	117	20	project	project	NN
altman-building-2020	117	21	.	.	.
altman-building-2020	118	1	If	if	IN
altman-building-2020	118	2	it	-PRON-	PRP
altman-building-2020	118	3	is	be	VBZ
altman-building-2020	118	4	the	the	DT
altman-building-2020	118	5	latter	latter	JJ
altman-building-2020	118	6	,	,	,
altman-building-2020	118	7	consider	consider	VB
altman-building-2020	118	8	how	how	WRB
altman-building-2020	118	9	the	the	DT
altman-building-2020	118	10	model	model	NN
altman-building-2020	118	11	,	,	,
altman-building-2020	118	12	its	-PRON-	PRP$
altman-building-2020	118	13	outputs	output	NNS
altman-building-2020	118	14	,	,	,
altman-building-2020	118	15	and	and	CC
altman-building-2020	118	16	its	-PRON-	PRP$
altman-building-2020	118	17	continued	continued	JJ
altman-building-2020	118	18	maintenance	maintenance	NN
altman-building-2020	118	19	will	will	MD
altman-building-2020	118	20	fit	fit	VB
altman-building-2020	118	21	into	into	IN
altman-building-2020	118	22	existing	exist	VBG
altman-building-2020	118	23	systems	system	NNS
altman-building-2020	118	24	and	and	CC
altman-building-2020	118	25	workflows	workflow	NNS
altman-building-2020	118	26	.	.	.
altman-building-2020	119	1	Planning	plan	VBG
altman-building-2020	119	2	for	for	IN
altman-building-2020	119	3	interoperability	interoperability	NN
altman-building-2020	119	4	may	may	MD
altman-building-2020	119	5	influence	influence	VB
altman-building-2020	119	6	decisions	decision	NNS
altman-building-2020	119	7	from	from	IN
altman-building-2020	119	8	tool	tool	NN
altman-building-2020	119	9	selection	selection	NN
altman-building-2020	119	10	to	to	IN
altman-building-2020	119	11	data	data	NN
altman-building-2020	119	12	formats	format	NNS
altman-building-2020	119	13	and	and	CC
altman-building-2020	119	14	storage	storage	NN
altman-building-2020	119	15	.	.	.
altman-building-2020	120	1	Immutable	immutable	JJ
altman-building-2020	120	2	data	datum	NNS
altman-building-2020	120	3	storage	storage	NN
altman-building-2020	120	4	Immutable	immutable	JJ
altman-building-2020	120	5	data	datum	NNS
altman-building-2020	120	6	storage	storage	NN
altman-building-2020	120	7	can	can	MD
altman-building-2020	120	8	benefit	benefit	VB
altman-building-2020	120	9	the	the	DT
altman-building-2020	120	10	batch	batch	NN
altman-building-2020	120	11	-	-	HYPH
altman-building-2020	120	12	processing	process	VBG
altman-building-2020	120	13	ML	ML	NNP
altman-building-2020	120	14	pipeline	pipeline	NN
altman-building-2020	120	15	,	,	,
altman-building-2020	120	16	especially	especially	RB
altman-building-2020	120	17	during	during	IN
altman-building-2020	120	18	the	the	DT
altman-building-2020	120	19	initial	initial	JJ
altman-building-2020	120	20	research	research	NN
altman-building-2020	120	21	and	and	CC
altman-building-2020	120	22	development	development	NN
altman-building-2020	120	23	phase	phase	NN
altman-building-2020	120	24	.	.	.
altman-building-2020	121	1	This	this	DT
altman-building-2020	121	2	type	type	NN
altman-building-2020	121	3	of	of	IN
altman-building-2020	121	4	data	datum	NNS
altman-building-2020	121	5	storage	storage	NN
altman-building-2020	121	6	supports	support	VBZ
altman-building-2020	121	7	iteration	iteration	NN
altman-building-2020	121	8	and	and	CC
altman-building-2020	121	9	allows	allow	VBZ
altman-building-2020	121	10	you	-PRON-	PRP
altman-building-2020	121	11	to	to	TO
altman-building-2020	121	12	compare	compare	VB
altman-building-2020	121	13	the	the	DT
altman-building-2020	121	14	results	result	NNS
altman-building-2020	121	15	of	of	IN
altman-building-2020	121	16	many	many	JJ
altman-building-2020	121	17	different	different	JJ
altman-building-2020	121	18	experiments	experiment	NNS
altman-building-2020	121	19	.	.	.
altman-building-2020	122	1	Treating	treat	VBG
altman-building-2020	122	2	data	datum	NNS
altman-building-2020	122	3	as	as	IN
altman-building-2020	122	4	immutable	immutable	JJ
altman-building-2020	122	5	means	mean	VBZ
altman-building-2020	122	6	that	that	IN
altman-building-2020	122	7	after	after	IN
altman-building-2020	122	8	each	each	DT
altman-building-2020	122	9	significant	significant	JJ
altman-building-2020	122	10	change	change	NN
altman-building-2020	122	11	or	or	CC
altman-building-2020	122	12	set	set	NN
altman-building-2020	122	13	of	of	IN
altman-building-2020	122	14	changes	change	NNS
altman-building-2020	122	15	to	to	IN
altman-building-2020	122	16	your	-PRON-	PRP$
altman-building-2020	122	17	data	datum	NNS
altman-building-2020	122	18	,	,	,
altman-building-2020	122	19	you	-PRON-	PRP
altman-building-2020	122	20	save	save	VBP
altman-building-2020	122	21	a	a	DT
altman-building-2020	122	22	new	new	JJ
altman-building-2020	122	23	snapshot	snapshot	NN
altman-building-2020	122	24	of	of	IN
altman-building-2020	122	25	the	the	DT
altman-building-2020	122	26	dataset	dataset	NN
altman-building-2020	122	27	that	that	WDT
altman-building-2020	122	28	is	be	VBZ
altman-building-2020	122	29	never	never	RB
altman-building-2020	122	30	edited	edit	VBN
altman-building-2020	122	31	or	or	CC
altman-building-2020	122	32	changed	change	VBN
altman-building-2020	122	33	.	.	.
altman-building-2020	123	1	It	-PRON-	PRP
altman-building-2020	123	2	also	also	RB
altman-building-2020	123	3	allows	allow	VBZ
altman-building-2020	123	4	you	-PRON-	PRP
altman-building-2020	123	5	to	to	TO
altman-building-2020	123	6	be	be	VB
altman-building-2020	123	7	flexible	flexible	JJ
altman-building-2020	123	8	and	and	CC
altman-building-2020	123	9	adaptive	adaptive	JJ
altman-building-2020	123	10	with	with	IN
altman-building-2020	123	11	your	-PRON-	PRP$
altman-building-2020	123	12	data	data	NN
altman-building-2020	123	13	model	model	NN
altman-building-2020	123	14	.	.	.
altman-building-2020	124	1	Immutable	immutable	JJ
altman-building-2020	124	2	data	datum	NNS
altman-building-2020	124	3	storage	storage	NN
altman-building-2020	124	4	has	have	VBZ
altman-building-2020	124	5	become	become	VBN
altman-building-2020	124	6	a	a	DT
altman-building-2020	124	7	popular	popular	JJ
altman-building-2020	124	8	choice	choice	NN
altman-building-2020	124	9	for	for	IN
altman-building-2020	124	10	data	data	NN
altman-building-2020	124	11	-	-	HYPH
altman-building-2020	124	12	intensive	intensive	JJ
altman-building-2020	124	13	or	or	CC
altman-building-2020	124	14	“	"	``
altman-building-2020	124	15	big	big	JJ
altman-building-2020	124	16	data	datum	NNS
altman-building-2020	124	17	”	"	''
altman-building-2020	124	18	applications	application	NNS
altman-building-2020	124	19	as	as	IN
altman-building-2020	124	20	a	a	DT
altman-building-2020	124	21	way	way	NN
altman-building-2020	124	22	to	to	TO
altman-building-2020	124	23	easily	easily	RB
altman-building-2020	124	24	assemble	assemble	VB
altman-building-2020	124	25	large	large	JJ
altman-building-2020	124	26	quantities	quantity	NNS
altman-building-2020	124	27	of	of	IN
altman-building-2020	124	28	data	datum	NNS
altman-building-2020	124	29	,	,	,
altman-building-2020	124	30	often	often	RB
altman-building-2020	124	31	from	from	IN
altman-building-2020	124	32	multiple	multiple	JJ
altman-building-2020	124	33	sources	source	NNS
altman-building-2020	124	34	,	,	,
altman-building-2020	124	35	without	without	IN
altman-building-2020	124	36	having	have	VBG
altman-building-2020	124	37	to	to	TO
altman-building-2020	124	38	spend	spend	VB
altman-building-2020	124	39	time	time	NN
altman-building-2020	124	40	upfront	upfront	NN
altman-building-2020	124	41	crafting	craft	VBG
altman-building-2020	124	42	a	a	DT
altman-building-2020	124	43	strict	strict	JJ
altman-building-2020	124	44	data	data	NN
altman-building-2020	124	45	model	model	NN
altman-building-2020	124	46	.	.	.
altman-building-2020	125	1	You	-PRON-	PRP
altman-building-2020	125	2	may	may	MD
altman-building-2020	125	3	have	have	VB
altman-building-2020	125	4	heard	hear	VBN
altman-building-2020	125	5	the	the	DT
altman-building-2020	125	6	term	term	NN
altman-building-2020	125	7	“	"	``
altman-building-2020	125	8	data	data	NNP
altman-building-2020	125	9	lake	lake	NN
altman-building-2020	125	10	”	"	''
altman-building-2020	125	11	to	to	TO
altman-building-2020	125	12	refer	refer	VB
altman-building-2020	125	13	to	to	IN
altman-building-2020	125	14	such	such	JJ
altman-building-2020	125	15	large	large	JJ
altman-building-2020	125	16	,	,	,
altman-building-2020	125	17	unstructured	unstructured	JJ
altman-building-2020	125	18	collections	collection	NNS
altman-building-2020	125	19	of	of	IN
altman-building-2020	125	20	data	datum	NNS
altman-building-2020	125	21	.	.	.
altman-building-2020	126	1	This	this	DT
altman-building-2020	126	2	can	can	MD
altman-building-2020	126	3	be	be	VB
altman-building-2020	126	4	contrasted	contrast	VBN
altman-building-2020	126	5	with	with	IN
altman-building-2020	126	6	a	a	DT
altman-building-2020	126	7	“	"	``
altman-building-2020	126	8	data	data	NN
altman-building-2020	126	9	warehouse	warehouse	NN
altman-building-2020	126	10	”	"	''
altman-building-2020	126	11	,	,	,
altman-building-2020	126	12	which	which	WDT
altman-building-2020	126	13	usually	usually	RB
altman-building-2020	126	14	indicates	indicate	VBZ
altman-building-2020	126	15	a	a	DT
altman-building-2020	126	16	highly	highly	RB
altman-building-2020	126	17	structured	structured	JJ
altman-building-2020	126	18	,	,	,
altman-building-2020	126	19	centralized	centralize	VBD
altman-building-2020	126	20	repository	repository	NN
altman-building-2020	126	21	such	such	JJ
altman-building-2020	126	22	as	as	IN
altman-building-2020	126	23	a	a	DT
altman-building-2020	126	24	relational	relational	JJ
altman-building-2020	126	25	database	database	NN
altman-building-2020	126	26	.	.	.
altman-building-2020	127	1	To	to	TO
altman-building-2020	127	2	demonstrate	demonstrate	VB
altman-building-2020	127	3	how	how	WRB
altman-building-2020	127	4	immutable	immutable	JJ
altman-building-2020	127	5	supports	support	NNS
altman-building-2020	127	6	iteration	iteration	NN
altman-building-2020	127	7	and	and	CC
altman-building-2020	127	8	experimentation	experimentation	NN
altman-building-2020	127	9	,	,	,
altman-building-2020	127	10	consider	consider	VB
altman-building-2020	127	11	the	the	DT
altman-building-2020	127	12	following	follow	VBG
altman-building-2020	127	13	scenario	scenario	NN
altman-building-2020	127	14	:	:	:
altman-building-2020	127	15	You	-PRON-	PRP
altman-building-2020	127	16	start	start	VBP
altman-building-2020	127	17	with	with	IN
altman-building-2020	127	18	an	an	DT
altman-building-2020	127	19	input	input	NN
altman-building-2020	127	20	file	file	NN
altman-building-2020	127	21	my_data.csv	my_data.csv	NN
altman-building-2020	127	22	,	,	,
altman-building-2020	127	23	and	and	CC
altman-building-2020	127	24	then	then	RB
altman-building-2020	127	25	perform	perform	VB
altman-building-2020	127	26	some	some	DT
altman-building-2020	127	27	cleanup	cleanup	JJ
altman-building-2020	127	28	operation	operation	NN
altman-building-2020	127	29	over	over	IN
altman-building-2020	127	30	the	the	DT
altman-building-2020	127	31	data	datum	NNS
altman-building-2020	127	32	,	,	,
altman-building-2020	127	33	such	such	JJ
altman-building-2020	127	34	as	as	IN
altman-building-2020	127	35	converting	convert	VBG
altman-building-2020	127	36	all	all	DT
altman-building-2020	127	37	measurements	measurement	NNS
altman-building-2020	127	38	in	in	IN
altman-building-2020	127	39	miles	mile	NNS
altman-building-2020	127	40	to	to	IN
altman-building-2020	127	41	kilometers	kilometer	NNS
altman-building-2020	127	42	,	,	,
altman-building-2020	127	43	rounded	round	VBD
altman-building-2020	127	44	to	to	IN
altman-building-2020	127	45	the	the	DT
altman-building-2020	127	46	nearest	near	JJS
altman-building-2020	127	47	whole	whole	JJ
altman-building-2020	127	48	number	number	NN
altman-building-2020	127	49	.	.	.
altman-building-2020	128	1	If	if	IN
altman-building-2020	128	2	you	-PRON-	PRP
altman-building-2020	128	3	were	be	VBD
altman-building-2020	128	4	treating	treat	VBG
altman-building-2020	128	5	your	-PRON-	PRP$
altman-building-2020	128	6	data	datum	NNS
altman-building-2020	128	7	as	as	IN
altman-building-2020	128	8	mutable	mutable	JJ
altman-building-2020	128	9	,	,	,
altman-building-2020	128	10	you	-PRON-	PRP
altman-building-2020	128	11	might	may	MD
altman-building-2020	128	12	overwrite	overwrite	VB
altman-building-2020	128	13	the	the	DT
altman-building-2020	128	14	original	original	JJ
altman-building-2020	128	15	contents	content	NNS
altman-building-2020	128	16	of	of	IN
altman-building-2020	128	17	my_data.csv	my_data.csv	NNP
altman-building-2020	128	18	with	with	IN
altman-building-2020	128	19	the	the	DT
altman-building-2020	128	20	transformed	transform	VBN
altman-building-2020	128	21	values	value	NNS
altman-building-2020	128	22	.	.	.
altman-building-2020	129	1	The	the	DT
altman-building-2020	129	2	problem	problem	NN
altman-building-2020	129	3	with	with	IN
altman-building-2020	129	4	this	this	DT
altman-building-2020	129	5	approach	approach	NN
altman-building-2020	129	6	comes	come	VBZ
altman-building-2020	129	7	if	if	IN
altman-building-2020	129	8	you	-PRON-	PRP
altman-building-2020	129	9	want	want	VBP
altman-building-2020	129	10	to	to	TO
altman-building-2020	129	11	test	test	VB
altman-building-2020	129	12	some	some	DT
altman-building-2020	129	13	alteration	alteration	NN
altman-building-2020	129	14	of	of	IN
altman-building-2020	129	15	your	-PRON-	PRP$
altman-building-2020	129	16	cleanup	cleanup	NN
altman-building-2020	129	17	operation	operation	NN
altman-building-2020	129	18	.	.	.
altman-building-2020	130	1	Say	say	VB
altman-building-2020	130	2	,	,	,
altman-building-2020	130	3	for	for	IN
altman-building-2020	130	4	example	example	NN
altman-building-2020	130	5	,	,	,
altman-building-2020	130	6	you	-PRON-	PRP
altman-building-2020	130	7	wanted	want	VBD
altman-building-2020	130	8	to	to	TO
altman-building-2020	130	9	round	round	VB
altman-building-2020	130	10	all	all	DT
altman-building-2020	130	11	your	-PRON-	PRP$
altman-building-2020	130	12	conversions	conversion	NNS
altman-building-2020	130	13	to	to	IN
altman-building-2020	130	14	the	the	DT
altman-building-2020	130	15	nearest	near	JJS
altman-building-2020	130	16	tenth	tenth	NN
altman-building-2020	130	17	instead	instead	RB
altman-building-2020	130	18	.	.	.
altman-building-2020	131	1	Since	since	IN
altman-building-2020	131	2	you	-PRON-	PRP
altman-building-2020	131	3	no	no	RB
altman-building-2020	131	4	longer	longer	RB
altman-building-2020	131	5	have	have	VBP
altman-building-2020	131	6	your	-PRON-	PRP$
altman-building-2020	131	7	original	original	JJ
altman-building-2020	131	8	data	datum	NNS
altman-building-2020	131	9	,	,	,
altman-building-2020	131	10	you	-PRON-	PRP
altman-building-2020	131	11	would	would	MD
altman-building-2020	131	12	have	have	VB
altman-building-2020	131	13	to	to	TO
altman-building-2020	131	14	start	start	VB
altman-building-2020	131	15	the	the	DT
altman-building-2020	131	16	entire	entire	JJ
altman-building-2020	131	17	ML	ML	NNP
altman-building-2020	131	18	process	process	NN
altman-building-2020	131	19	from	from	IN
altman-building-2020	131	20	the	the	DT
altman-building-2020	131	21	top	top	NN
altman-building-2020	131	22	.	.	.
altman-building-2020	132	1	If	if	IN
altman-building-2020	132	2	you	-PRON-	PRP
altman-building-2020	132	3	instead	instead	RB
altman-building-2020	132	4	treated	treat	VBD
altman-building-2020	132	5	your	-PRON-	PRP$
altman-building-2020	132	6	data	datum	NNS
altman-building-2020	132	7	as	as	IN
altman-building-2020	132	8	immutable	immutable	JJ
altman-building-2020	132	9	,	,	,
altman-building-2020	132	10	you	-PRON-	PRP
altman-building-2020	132	11	would	would	MD
altman-building-2020	132	12	keep	keep	VB
altman-building-2020	132	13	my_data.csv	my_data.csv	NNP
altman-building-2020	132	14	in	in	IN
altman-building-2020	132	15	its	-PRON-	PRP$
altman-building-2020	132	16	original	original	JJ
altman-building-2020	132	17	state	state	NN
altman-building-2020	132	18	,	,	,
altman-building-2020	132	19	and	and	CC
altman-building-2020	132	20	save	save	VB
altman-building-2020	132	21	the	the	DT
altman-building-2020	132	22	output	output	NN
altman-building-2020	132	23	of	of	IN
altman-building-2020	132	24	your	-PRON-	PRP$
altman-building-2020	132	25	cleanup	cleanup	NN
altman-building-2020	132	26	operation	operation	NN
altman-building-2020	132	27	in	in	IN
altman-building-2020	132	28	a	a	DT
altman-building-2020	132	29	new	new	JJ
altman-building-2020	132	30	file	file	NN
altman-building-2020	132	31	,	,	,
altman-building-2020	132	32	say	say	VBP
altman-building-2020	132	33	my_clean_data.csv	my_clean_data.csv	CD
altman-building-2020	132	34	.	.	.
altman-building-2020	133	1	That	that	DT
altman-building-2020	133	2	way	way	NN
altman-building-2020	133	3	,	,	,
altman-building-2020	133	4	you	-PRON-	PRP
altman-building-2020	133	5	could	could	MD
altman-building-2020	133	6	return	return	VB
altman-building-2020	133	7	to	to	IN
altman-building-2020	133	8	my_data.csv	my_data.csv	NNP
altman-building-2020	133	9	as	as	IN
altman-building-2020	133	10	many	many	JJ
altman-building-2020	133	11	times	time	NNS
altman-building-2020	133	12	as	as	IN
altman-building-2020	133	13	you	-PRON-	PRP
altman-building-2020	133	14	wished	wish	VBD
altman-building-2020	133	15	,	,	,
altman-building-2020	133	16	try	try	VB
altman-building-2020	133	17	different	different	JJ
altman-building-2020	133	18	operations	operation	NNS
altman-building-2020	133	19	on	on	IN
altman-building-2020	133	20	this	this	DT
altman-building-2020	133	21	data	data	NN
altman-building-2020	133	22	,	,	,
altman-building-2020	133	23	and	and	CC
altman-building-2020	133	24	easily	easily	RB
altman-building-2020	133	25	compare	compare	VB
altman-building-2020	133	26	the	the	DT
altman-building-2020	133	27	results	result	NNS
altman-building-2020	133	28	of	of	IN
altman-building-2020	133	29	these	these	DT
altman-building-2020	133	30	operations	operation	NNS
altman-building-2020	133	31	knowing	know	VBG
altman-building-2020	133	32	the	the	DT
altman-building-2020	133	33	source	source	NN
altman-building-2020	133	34	data	datum	NNS
altman-building-2020	133	35	was	be	VBD
altman-building-2020	133	36	exactly	exactly	RB
altman-building-2020	133	37	the	the	DT
altman-building-2020	133	38	same	same	JJ
altman-building-2020	133	39	for	for	IN
altman-building-2020	133	40	each	each	DT
altman-building-2020	133	41	one	one	NN
altman-building-2020	133	42	.	.	.
altman-building-2020	134	1	Think	think	VB
altman-building-2020	134	2	of	of	IN
altman-building-2020	134	3	each	each	DT
altman-building-2020	134	4	immutable	immutable	JJ
altman-building-2020	134	5	dataset	dataset	NN
altman-building-2020	134	6	as	as	IN
altman-building-2020	134	7	a	a	DT
altman-building-2020	134	8	place	place	NN
altman-building-2020	134	9	in	in	IN
altman-building-2020	134	10	your	-PRON-	PRP$
altman-building-2020	134	11	process	process	NN
altman-building-2020	134	12	that	that	WDT
altman-building-2020	134	13	you	-PRON-	PRP
altman-building-2020	134	14	can	can	MD
altman-building-2020	134	15	safely	safely	RB
altman-building-2020	134	16	rewind	rewind	VB
altman-building-2020	134	17	to	to	TO
altman-building-2020	134	18	anytime	anytime	VB
altman-building-2020	134	19	you	-PRON-	PRP
altman-building-2020	134	20	want	want	VBP
altman-building-2020	134	21	to	to	TO
altman-building-2020	134	22	try	try	VB
altman-building-2020	134	23	something	something	NN
altman-building-2020	134	24	new	new	JJ
altman-building-2020	134	25	or	or	CC
altman-building-2020	134	26	correct	correct	JJ
altman-building-2020	134	27	for	for	IN
altman-building-2020	134	28	some	some	DT
altman-building-2020	134	29	error	error	NN
altman-building-2020	134	30	or	or	CC
altman-building-2020	134	31	failure	failure	NN
altman-building-2020	134	32	.	.	.
altman-building-2020	135	1	To	to	TO
altman-building-2020	135	2	illustrate	illustrate	VB
altman-building-2020	135	3	the	the	DT
altman-building-2020	135	4	benefits	benefit	NNS
altman-building-2020	135	5	of	of	IN
altman-building-2020	135	6	a	a	DT
altman-building-2020	135	7	flexible	flexible	JJ
altman-building-2020	135	8	data	data	NN
altman-building-2020	135	9	model	model	NN
altman-building-2020	135	10	,	,	,
altman-building-2020	135	11	consider	consider	VB
altman-building-2020	135	12	a	a	DT
altman-building-2020	135	13	mutable	mutable	JJ
altman-building-2020	135	14	data	data	NN
altman-building-2020	135	15	store	store	NN
altman-building-2020	135	16	,	,	,
altman-building-2020	135	17	such	such	JJ
altman-building-2020	135	18	as	as	IN
altman-building-2020	135	19	a	a	DT
altman-building-2020	135	20	relational	relational	JJ
altman-building-2020	135	21	database	database	NN
altman-building-2020	135	22	.	.	.
altman-building-2020	136	1	Before	before	IN
altman-building-2020	136	2	you	-PRON-	PRP
altman-building-2020	136	3	put	put	VBP
altman-building-2020	136	4	any	any	DT
altman-building-2020	136	5	data	datum	NNS
altman-building-2020	136	6	into	into	IN
altman-building-2020	136	7	the	the	DT
altman-building-2020	136	8	database	database	NN
altman-building-2020	136	9	,	,	,
altman-building-2020	136	10	you	-PRON-	PRP
altman-building-2020	136	11	would	would	MD
altman-building-2020	136	12	first	first	RB
altman-building-2020	136	13	need	need	VB
altman-building-2020	136	14	to	to	TO
altman-building-2020	136	15	design	design	VB
altman-building-2020	136	16	a	a	DT
altman-building-2020	136	17	system	system	NN
altman-building-2020	136	18	of	of	IN
altman-building-2020	136	19	tables	table	NNS
altman-building-2020	136	20	with	with	IN
altman-building-2020	136	21	set	set	NN
altman-building-2020	136	22	fields	field	NNS
altman-building-2020	136	23	and	and	CC
altman-building-2020	136	24	datatypes	datatype	NNS
altman-building-2020	136	25	,	,	,
altman-building-2020	136	26	and	and	CC
altman-building-2020	136	27	the	the	DT
altman-building-2020	136	28	relationships	relationship	NNS
altman-building-2020	136	29	between	between	IN
altman-building-2020	136	30	those	those	DT
altman-building-2020	136	31	tables	table	NNS
altman-building-2020	136	32	.	.	.
altman-building-2020	137	1	This	this	DT
altman-building-2020	137	2	can	can	MD
altman-building-2020	137	3	feel	feel	VB
altman-building-2020	137	4	like	like	IN
altman-building-2020	137	5	putting	put	VBG
altman-building-2020	137	6	the	the	DT
altman-building-2020	137	7	cart	cart	NN
altman-building-2020	137	8	before	before	IN
altman-building-2020	137	9	the	the	DT
altman-building-2020	137	10	horse	horse	NN
altman-building-2020	137	11	,	,	,
altman-building-2020	137	12	especially	especially	RB
altman-building-2020	137	13	if	if	IN
altman-building-2020	137	14	you	-PRON-	PRP
altman-building-2020	137	15	are	be	VBP
altman-building-2020	137	16	starting	start	VBG
altman-building-2020	137	17	with	with	IN
altman-building-2020	137	18	a	a	DT
altman-building-2020	137	19	dataset	dataset	NN
altman-building-2020	137	20	with	with	IN
altman-building-2020	137	21	which	which	WDT
altman-building-2020	137	22	you	-PRON-	PRP
altman-building-2020	137	23	are	be	VBP
altman-building-2020	137	24	not	not	RB
altman-building-2020	137	25	yet	yet	RB
altman-building-2020	137	26	intimately	intimately	RB
altman-building-2020	137	27	familiar	familiar	JJ
altman-building-2020	137	28	,	,	,
altman-building-2020	137	29	and	and	CC
altman-building-2020	137	30	you	-PRON-	PRP
altman-building-2020	137	31	want	want	VBP
altman-building-2020	137	32	the	the	DT
altman-building-2020	137	33	ability	ability	NN
altman-building-2020	137	34	to	to	TO
altman-building-2020	137	35	experiment	experiment	VB
altman-building-2020	137	36	with	with	IN
altman-building-2020	137	37	different	different	JJ
altman-building-2020	137	38	algorithms	algorithm	NNS
altman-building-2020	137	39	,	,	,
altman-building-2020	137	40	all	all	DT
altman-building-2020	137	41	of	of	IN
altman-building-2020	137	42	which	which	WDT
altman-building-2020	137	43	might	may	MD
altman-building-2020	137	44	require	require	VB
altman-building-2020	137	45	slightly	slightly	RB
altman-building-2020	137	46	different	different	JJ
altman-building-2020	137	47	transformations	transformation	NNS
altman-building-2020	137	48	on	on	IN
altman-building-2020	137	49	the	the	DT
altman-building-2020	137	50	original	original	JJ
altman-building-2020	137	51	dataset	dataset	NN
altman-building-2020	137	52	.	.	.
altman-building-2020	138	1	Revisiting	revisit	VBG
altman-building-2020	138	2	the	the	DT
altman-building-2020	138	3	example	example	NN
altman-building-2020	138	4	in	in	IN
altman-building-2020	138	5	the	the	DT
altman-building-2020	138	6	previous	previous	JJ
altman-building-2020	138	7	paragraph	paragraph	NN
altman-building-2020	138	8	,	,	,
altman-building-2020	138	9	you	-PRON-	PRP
altman-building-2020	138	10	might	may	MD
altman-building-2020	138	11	initially	initially	RB
altman-building-2020	138	12	have	have	VB
altman-building-2020	138	13	defined	define	VBN
altman-building-2020	138	14	your	-PRON-	PRP$
altman-building-2020	138	15	distance	distance	NN
altman-building-2020	138	16	datatype	datatype	NN
altman-building-2020	138	17	as	as	IN
altman-building-2020	138	18	an	an	DT
altman-building-2020	138	19	integer	integer	NN
altman-building-2020	138	20	(	(	-LRB-
altman-building-2020	138	21	when	when	WRB
altman-building-2020	138	22	you	-PRON-	PRP
altman-building-2020	138	23	were	be	VBD
altman-building-2020	138	24	rounding	round	VBG
altman-building-2020	138	25	to	to	IN
altman-building-2020	138	26	the	the	DT
altman-building-2020	138	27	nearest	near	JJS
altman-building-2020	138	28	whole	whole	JJ
altman-building-2020	138	29	number	number	NN
altman-building-2020	138	30	)	)	-RRB-
altman-building-2020	138	31	,	,	,
altman-building-2020	138	32	and	and	CC
altman-building-2020	138	33	would	would	MD
altman-building-2020	138	34	later	later	RB
altman-building-2020	138	35	have	have	VB
altman-building-2020	138	36	to	to	TO
altman-building-2020	138	37	change	change	VB
altman-building-2020	138	38	it	-PRON-	PRP
altman-building-2020	138	39	to	to	IN
altman-building-2020	138	40	a	a	DT
altman-building-2020	138	41	floating	floating	JJ
altman-building-2020	138	42	point	point	NN
altman-building-2020	138	43	number	number	NN
altman-building-2020	138	44	(	(	-LRB-
altman-building-2020	138	45	when	when	WRB
altman-building-2020	138	46	you	-PRON-	PRP
altman-building-2020	138	47	were	be	VBD
altman-building-2020	138	48	rounding	round	VBG
altman-building-2020	138	49	to	to	IN
altman-building-2020	138	50	the	the	DT
altman-building-2020	138	51	nearest	near	JJS
altman-building-2020	138	52	tenth	tenth	NN
altman-building-2020	138	53	)	)	-RRB-
altman-building-2020	138	54	.	.	.
altman-building-2020	139	1	Making	make	VBG
altman-building-2020	139	2	this	this	DT
altman-building-2020	139	3	change	change	NN
altman-building-2020	139	4	would	would	MD
altman-building-2020	139	5	mean	mean	VB
altman-building-2020	139	6	altering	alter	VBG
altman-building-2020	139	7	the	the	DT
altman-building-2020	139	8	database	database	NN
altman-building-2020	139	9	schema	schema	NN
altman-building-2020	139	10	and	and	CC
altman-building-2020	139	11	migrating	migrate	VBG
altman-building-2020	139	12	all	all	DT
altman-building-2020	139	13	of	of	IN
altman-building-2020	139	14	the	the	DT
altman-building-2020	139	15	existing	exist	VBG
altman-building-2020	139	16	data	datum	NNS
altman-building-2020	139	17	to	to	IN
altman-building-2020	139	18	the	the	DT
altman-building-2020	139	19	new	new	JJ
altman-building-2020	139	20	type	type	NN
altman-building-2020	139	21	,	,	,
altman-building-2020	139	22	which	which	WDT
altman-building-2020	139	23	is	be	VBZ
altman-building-2020	139	24	a	a	DT
altman-building-2020	139	25	nontrivial	nontrivial	JJ
altman-building-2020	139	26	task	task	NN
altman-building-2020	139	27	—	—	:
altman-building-2020	139	28	especially	especially	RB
altman-building-2020	139	29	if	if	IN
altman-building-2020	139	30	you	-PRON-	PRP
altman-building-2020	139	31	later	later	RB
altman-building-2020	139	32	decide	decide	VBP
altman-building-2020	139	33	to	to	TO
altman-building-2020	139	34	revert	revert	VB
altman-building-2020	139	35	back	back	RB
altman-building-2020	139	36	to	to	IN
altman-building-2020	139	37	the	the	DT
altman-building-2020	139	38	original	original	JJ
altman-building-2020	139	39	type	type	NN
altman-building-2020	139	40	.	.	.
altman-building-2020	140	1	By	by	IN
altman-building-2020	140	2	contrast	contrast	NN
altman-building-2020	140	3	,	,	,
altman-building-2020	140	4	if	if	IN
altman-building-2020	140	5	you	-PRON-	PRP
altman-building-2020	140	6	were	be	VBD
altman-building-2020	140	7	working	work	VBG
altman-building-2020	140	8	with	with	IN
altman-building-2020	140	9	immutable	immutable	JJ
altman-building-2020	140	10	CSV	csv	NN
altman-building-2020	140	11	files	file	NNS
altman-building-2020	140	12	,	,	,
altman-building-2020	140	13	it	-PRON-	PRP
altman-building-2020	140	14	would	would	MD
altman-building-2020	140	15	be	be	VB
altman-building-2020	140	16	much	much	RB
altman-building-2020	140	17	easier	easy	JJR
altman-building-2020	140	18	to	to	TO
altman-building-2020	140	19	write	write	VB
altman-building-2020	140	20	out	out	RP
altman-building-2020	140	21	two	two	CD
altman-building-2020	140	22	files	file	NNS
altman-building-2020	140	23	,	,	,
altman-building-2020	140	24	one	one	CD
altman-building-2020	140	25	with	with	IN
altman-building-2020	140	26	each	each	DT
altman-building-2020	140	27	data	data	NN
altman-building-2020	140	28	type	type	NN
altman-building-2020	140	29	,	,	,
altman-building-2020	140	30	and	and	CC
altman-building-2020	140	31	keep	keep	VB
altman-building-2020	140	32	whichever	whichever	WDT
altman-building-2020	140	33	one	one	NN
altman-building-2020	140	34	ultimately	ultimately	RB
altman-building-2020	140	35	proved	prove	VBD
altman-building-2020	140	36	most	most	RBS
altman-building-2020	140	37	effective	effective	JJ
altman-building-2020	140	38	.	.	.
altman-building-2020	141	1	Throughout	throughout	IN
altman-building-2020	141	2	your	-PRON-	PRP$
altman-building-2020	141	3	ML	ML	NNP
altman-building-2020	141	4	process	process	NN
altman-building-2020	141	5	,	,	,
altman-building-2020	141	6	you	-PRON-	PRP
altman-building-2020	141	7	can	can	MD
altman-building-2020	141	8	create	create	VB
altman-building-2020	141	9	several	several	JJ
altman-building-2020	141	10	incremental	incremental	JJ
altman-building-2020	141	11	datasets	dataset	NNS
altman-building-2020	141	12	that	that	WDT
altman-building-2020	141	13	are	be	VBP
altman-building-2020	141	14	essentially	essentially	RB
altman-building-2020	141	15	read	read	VBN
altman-building-2020	141	16	-	-	:
altman-building-2020	141	17	only	only	RB
altman-building-2020	141	18	.	.	.
altman-building-2020	142	1	There	there	EX
altman-building-2020	142	2	’s	’	VBZ
altman-building-2020	142	3	no	no	DT
altman-building-2020	142	4	one	one	CD
altman-building-2020	142	5	correct	correct	JJ
altman-building-2020	142	6	data	data	NN
altman-building-2020	142	7	storage	storage	NN
altman-building-2020	142	8	format	format	NN
altman-building-2020	142	9	,	,	,
altman-building-2020	142	10	but	but	CC
altman-building-2020	142	11	ideally	ideally	RB
altman-building-2020	142	12	you	-PRON-	PRP
altman-building-2020	142	13	would	would	MD
altman-building-2020	142	14	use	use	VB
altman-building-2020	142	15	something	something	NN
altman-building-2020	142	16	simple	simple	JJ
altman-building-2020	142	17	and	and	CC
altman-building-2020	142	18	space	space	NN
altman-building-2020	142	19	-	-	HYPH
altman-building-2020	142	20	efficient	efficient	JJ
altman-building-2020	142	21	with	with	IN
altman-building-2020	142	22	the	the	DT
altman-building-2020	142	23	capacity	capacity	NN
altman-building-2020	142	24	for	for	IN
altman-building-2020	142	25	interoperability	interoperability	NN
altman-building-2020	142	26	with	with	IN
altman-building-2020	142	27	different	different	JJ
altman-building-2020	142	28	tools	tool	NNS
altman-building-2020	142	29	,	,	,
altman-building-2020	142	30	such	such	JJ
altman-building-2020	142	31	as	as	IN
altman-building-2020	142	32	flat	flat	JJ
altman-building-2020	142	33	files	file	NNS
altman-building-2020	142	34	(	(	-LRB-
altman-building-2020	142	35	plain	plain	JJ
altman-building-2020	142	36	text	text	NN
altman-building-2020	142	37	files	file	NNS
altman-building-2020	142	38	without	without	IN
altman-building-2020	142	39	extraneous	extraneous	JJ
altman-building-2020	142	40	markup	markup	NN
altman-building-2020	142	41	,	,	,
altman-building-2020	142	42	such	such	JJ
altman-building-2020	142	43	as	as	IN
altman-building-2020	142	44	TXT	TXT	NNP
altman-building-2020	142	45	,	,	,
altman-building-2020	142	46	CSV	CSV	NNP
altman-building-2020	142	47	,	,	,
altman-building-2020	142	48	or	or	CC
altman-building-2020	142	49	Parquet	Parquet	NNP
altman-building-2020	142	50	)	)	-RRB-
altman-building-2020	142	51	.	.	.
altman-building-2020	143	1	Even	even	RB
altman-building-2020	143	2	if	if	IN
altman-building-2020	143	3	your	-PRON-	PRP$
altman-building-2020	143	4	data	data	NN
altman-building-2020	143	5	is	be	VBZ
altman-building-2020	143	6	ultimately	ultimately	RB
altman-building-2020	143	7	destined	destine	VBN
altman-building-2020	143	8	for	for	IN
altman-building-2020	143	9	a	a	DT
altman-building-2020	143	10	different	different	JJ
altman-building-2020	143	11	kind	kind	NN
altman-building-2020	143	12	of	of	IN
altman-building-2020	143	13	datastore	datastore	NN
altman-building-2020	143	14	,	,	,
altman-building-2020	143	15	such	such	JJ
altman-building-2020	143	16	as	as	IN
altman-building-2020	143	17	a	a	DT
altman-building-2020	143	18	relational	relational	JJ
altman-building-2020	143	19	database	database	NN
altman-building-2020	143	20	or	or	CC
altman-building-2020	143	21	triplestore	triplestore	NN
altman-building-2020	143	22	,	,	,
altman-building-2020	143	23	consider	consider	VB
altman-building-2020	143	24	using	use	VBG
altman-building-2020	143	25	simple	simple	JJ
altman-building-2020	143	26	,	,	,
altman-building-2020	143	27	immutable	immutable	JJ
altman-building-2020	143	28	storage	storage	NN
altman-building-2020	143	29	as	as	IN
altman-building-2020	143	30	an	an	DT
altman-building-2020	143	31	intermediary	intermediary	NN
altman-building-2020	143	32	to	to	TO
altman-building-2020	143	33	facilitate	facilitate	VB
altman-building-2020	143	34	iteration	iteration	NN
altman-building-2020	143	35	and	and	CC
altman-building-2020	143	36	experimentation	experimentation	NN
altman-building-2020	143	37	.	.	.
altman-building-2020	144	1	If	if	IN
altman-building-2020	144	2	you	-PRON-	PRP
altman-building-2020	144	3	’re	be	VBP
altman-building-2020	144	4	concerned	concerned	JJ
altman-building-2020	144	5	about	about	IN
altman-building-2020	144	6	overwhelming	overwhelm	VBG
altman-building-2020	144	7	your	-PRON-	PRP$
altman-building-2020	144	8	local	local	JJ
altman-building-2020	144	9	drive	drive	NN
altman-building-2020	144	10	,	,	,
altman-building-2020	144	11	cloud	cloud	NN
altman-building-2020	144	12	storage	storage	NN
altman-building-2020	144	13	is	be	VBZ
altman-building-2020	144	14	a	a	DT
altman-building-2020	144	15	good	good	JJ
altman-building-2020	144	16	option	option	NN
altman-building-2020	144	17	,	,	,
altman-building-2020	144	18	especially	especially	RB
altman-building-2020	144	19	if	if	IN
altman-building-2020	144	20	you	-PRON-	PRP
altman-building-2020	144	21	can	can	MD
altman-building-2020	144	22	read	read	VB
altman-building-2020	144	23	and	and	CC
altman-building-2020	144	24	write	write	VB
altman-building-2020	144	25	directly	directly	RB
altman-building-2020	144	26	from	from	IN
altman-building-2020	144	27	your	-PRON-	PRP$
altman-building-2020	144	28	programs	program	NNS
altman-building-2020	144	29	or	or	CC
altman-building-2020	144	30	software	software	NN
altman-building-2020	144	31	services	service	NNS
altman-building-2020	144	32	.	.	.
altman-building-2020	145	1	One	one	CD
altman-building-2020	145	2	final	final	JJ
altman-building-2020	145	3	benefit	benefit	NN
altman-building-2020	145	4	of	of	IN
altman-building-2020	145	5	immutable	immutable	JJ
altman-building-2020	145	6	storage	storage	NN
altman-building-2020	145	7	relates	relate	VBZ
altman-building-2020	145	8	to	to	TO
altman-building-2020	145	9	scale	scale	VB
altman-building-2020	145	10	.	.	.
altman-building-2020	146	1	Batch	batch	NN
altman-building-2020	146	2	processing	processing	NN
altman-building-2020	146	3	workflows	workflow	NNS
altman-building-2020	146	4	with	with	IN
altman-building-2020	146	5	immutable	immutable	JJ
altman-building-2020	146	6	data	datum	NNS
altman-building-2020	146	7	are	be	VBP
altman-building-2020	146	8	also	also	RB
altman-building-2020	146	9	design	design	NN
altman-building-2020	146	10	principles	principle	NNS
altman-building-2020	146	11	for	for	IN
altman-building-2020	146	12	distributed	distribute	VBN
altman-building-2020	146	13	data	datum	NNS
altman-building-2020	146	14	processing	processing	NN
altman-building-2020	146	15	frameworks	framework	NNS
altman-building-2020	146	16	,	,	,
altman-building-2020	146	17	such	such	JJ
altman-building-2020	146	18	as	as	IN
altman-building-2020	146	19	MapReduce	MapReduce	NNP
altman-building-2020	146	20	and	and	CC
altman-building-2020	146	21	Spark	Spark	NNP
altman-building-2020	146	22	.	.	.
altman-building-2020	147	1	Therefore	therefore	RB
altman-building-2020	147	2	,	,	,
altman-building-2020	147	3	if	if	IN
altman-building-2020	147	4	you	-PRON-	PRP
altman-building-2020	147	5	need	need	VBP
altman-building-2020	147	6	to	to	TO
altman-building-2020	147	7	scale	scale	VB
altman-building-2020	147	8	your	-PRON-	PRP$
altman-building-2020	147	9	ML	ML	NNP
altman-building-2020	147	10	project	project	NN
altman-building-2020	147	11	using	use	VBG
altman-building-2020	147	12	distributed	distribute	VBN
altman-building-2020	147	13	processing	processing	NN
altman-building-2020	147	14	,	,	,
altman-building-2020	147	15	the	the	DT
altman-building-2020	147	16	integration	integration	NN
altman-building-2020	147	17	will	will	MD
altman-building-2020	147	18	be	be	VB
altman-building-2020	147	19	more	more	RBR
altman-building-2020	147	20	seamless	seamless	NN
altman-building-2020	147	21	(	(	-LRB-
altman-building-2020	147	22	for	for	IN
altman-building-2020	147	23	more	more	JJR
altman-building-2020	147	24	,	,	,
altman-building-2020	147	25	see	see	VB
altman-building-2020	147	26	the	the	DT
altman-building-2020	147	27	section	section	NN
altman-building-2020	147	28	on	on	IN
altman-building-2020	147	29	scaling	scale	VBG
altman-building-2020	147	30	up	up	RP
altman-building-2020	147	31	)	)	-RRB-
altman-building-2020	147	32	.	.	.
altman-building-2020	148	1	Comment	comment	NN
altman-building-2020	148	2	by	by	IN
altman-building-2020	148	3	Daniel	Daniel	NNP
altman-building-2020	148	4	Johnson	Johnson	NNP
altman-building-2020	148	5	:	:	:
altman-building-2020	148	6	Am	be	VBP
altman-building-2020	148	7	I	-PRON-	PRP
altman-building-2020	148	8	parsing	parse	VBG
altman-building-2020	148	9	this	this	DT
altman-building-2020	148	10	right	right	NN
altman-building-2020	148	11	?	?	.
altman-building-2020	149	1	Organizing	organize	VBG
altman-building-2020	149	2	Immutable	Immutable	NNP
altman-building-2020	149	3	Data	datum	NNS
altman-building-2020	149	4	One	one	CD
altman-building-2020	149	5	of	of	IN
altman-building-2020	149	6	the	the	DT
altman-building-2020	149	7	challenges	challenge	NNS
altman-building-2020	149	8	in	in	IN
altman-building-2020	149	9	working	work	VBG
altman-building-2020	149	10	with	with	IN
altman-building-2020	149	11	immutable	immutable	JJ
altman-building-2020	149	12	data	data	NN
altman-building-2020	149	13	stores	store	NNS
altman-building-2020	149	14	is	be	VBZ
altman-building-2020	149	15	keeping	keep	VBG
altman-building-2020	149	16	it	-PRON-	PRP
altman-building-2020	149	17	all	all	DT
altman-building-2020	149	18	organized	organize	VBN
altman-building-2020	149	19	,	,	,
altman-building-2020	149	20	especially	especially	RB
altman-building-2020	149	21	with	with	IN
altman-building-2020	149	22	multiple	multiple	JJ
altman-building-2020	149	23	users	user	NNS
altman-building-2020	149	24	.	.	.
altman-building-2020	150	1	A	a	DT
altman-building-2020	150	2	little	little	JJ
altman-building-2020	150	3	planning	planning	NN
altman-building-2020	150	4	can	can	MD
altman-building-2020	150	5	save	save	VB
altman-building-2020	150	6	you	-PRON-	PRP
altman-building-2020	150	7	from	from	IN
altman-building-2020	150	8	losing	lose	VBG
altman-building-2020	150	9	track	track	NN
altman-building-2020	150	10	of	of	IN
altman-building-2020	150	11	your	-PRON-	PRP$
altman-building-2020	150	12	experiments	experiment	NNS
altman-building-2020	150	13	and	and	CC
altman-building-2020	150	14	results	result	NNS
altman-building-2020	150	15	.	.	.
altman-building-2020	151	1	A	a	DT
altman-building-2020	151	2	well	well	RB
altman-building-2020	151	3	-	-	HYPH
altman-building-2020	151	4	ordered	order	VBN
altman-building-2020	151	5	directory	directory	NN
altman-building-2020	151	6	structure	structure	NN
altman-building-2020	151	7	,	,	,
altman-building-2020	151	8	informative	informative	JJ
altman-building-2020	151	9	and	and	CC
altman-building-2020	151	10	consistent	consistent	JJ
altman-building-2020	151	11	file	file	NN
altman-building-2020	151	12	names	name	NNS
altman-building-2020	151	13	,	,	,
altman-building-2020	151	14	liberal	liberal	JJ
altman-building-2020	151	15	use	use	NN
altman-building-2020	151	16	of	of	IN
altman-building-2020	151	17	timestamps	timestamp	NNS
altman-building-2020	151	18	,	,	,
altman-building-2020	151	19	and	and	CC
altman-building-2020	151	20	disciplined	discipline	VBD
altman-building-2020	151	21	note	note	NN
altman-building-2020	151	22	-	-	HYPH
altman-building-2020	151	23	taking	taking	NN
altman-building-2020	151	24	are	be	VBP
altman-building-2020	151	25	simple	simple	JJ
altman-building-2020	151	26	but	but	CC
altman-building-2020	151	27	effective	effective	JJ
altman-building-2020	151	28	strategies	strategy	NNS
altman-building-2020	151	29	.	.	.
altman-building-2020	152	1	For	for	IN
altman-building-2020	152	2	example	example	NN
altman-building-2020	152	3	,	,	,
altman-building-2020	152	4	say	say	VBP
altman-building-2020	152	5	you	-PRON-	PRP
altman-building-2020	152	6	were	be	VBD
altman-building-2020	152	7	acquiring	acquire	VBG
altman-building-2020	152	8	MARCXML	marcxml	NN
altman-building-2020	152	9	records	record	NNS
altman-building-2020	152	10	from	from	IN
altman-building-2020	152	11	the	the	DT
altman-building-2020	152	12	University	University	NNP
altman-building-2020	152	13	Library	Library	NNP
altman-building-2020	152	14	’s	’s	,
altman-building-2020	152	15	API	api	NN
altman-building-2020	152	16	feed	feed	NN
altman-building-2020	152	17	,	,	,
altman-building-2020	152	18	parsing	parse	VBG
altman-building-2020	152	19	out	out	RP
altman-building-2020	152	20	subject	subject	JJ
altman-building-2020	152	21	terms	term	NNS
altman-building-2020	152	22	,	,	,
altman-building-2020	152	23	and	and	CC
altman-building-2020	152	24	building	build	VBG
altman-building-2020	152	25	a	a	DT
altman-building-2020	152	26	clustering	cluster	VBG
altman-building-2020	152	27	algorithm	algorithm	NN
altman-building-2020	152	28	around	around	IN
altman-building-2020	152	29	these	these	DT
altman-building-2020	152	30	terms	term	NNS
altman-building-2020	152	31	.	.	.
altman-building-2020	153	1	Let	let	VB
altman-building-2020	153	2	us	-PRON-	PRP
altman-building-2020	153	3	explore	explore	VB
altman-building-2020	153	4	one	one	CD
altman-building-2020	153	5	possible	possible	JJ
altman-building-2020	153	6	way	way	NN
altman-building-2020	153	7	that	that	WDT
altman-building-2020	153	8	you	-PRON-	PRP
altman-building-2020	153	9	could	could	MD
altman-building-2020	153	10	organize	organize	VB
altman-building-2020	153	11	your	-PRON-	PRP$
altman-building-2020	153	12	data	datum	NNS
altman-building-2020	153	13	outputs	output	NNS
altman-building-2020	153	14	through	through	IN
altman-building-2020	153	15	each	each	DT
altman-building-2020	153	16	step	step	NN
altman-building-2020	153	17	of	of	IN
altman-building-2020	153	18	the	the	DT
altman-building-2020	153	19	machine	machine	NN
altman-building-2020	153	20	learning	learning	NN
altman-building-2020	153	21	pipeline	pipeline	NN
altman-building-2020	153	22	.	.	.
altman-building-2020	154	1	To	to	TO
altman-building-2020	154	2	enforce	enforce	VB
altman-building-2020	154	3	a	a	DT
altman-building-2020	154	4	naming	name	VBG
altman-building-2020	154	5	convention	convention	NN
altman-building-2020	154	6	,	,	,
altman-building-2020	154	7	create	create	VB
altman-building-2020	154	8	a	a	DT
altman-building-2020	154	9	helper	helper	NN
altman-building-2020	154	10	method	method	NN
altman-building-2020	154	11	that	that	WDT
altman-building-2020	154	12	generates	generate	VBZ
altman-building-2020	154	13	the	the	DT
altman-building-2020	154	14	output	output	NN
altman-building-2020	154	15	path	path	NN
altman-building-2020	154	16	for	for	IN
altman-building-2020	154	17	each	each	DT
altman-building-2020	154	18	run	run	NN
altman-building-2020	154	19	of	of	IN
altman-building-2020	154	20	a	a	DT
altman-building-2020	154	21	particular	particular	JJ
altman-building-2020	154	22	data	data	NN
altman-building-2020	154	23	process	process	NN
altman-building-2020	154	24	.	.	.
altman-building-2020	155	1	This	this	DT
altman-building-2020	155	2	output	output	NN
altman-building-2020	155	3	path	path	NN
altman-building-2020	155	4	includes	include	VBZ
altman-building-2020	155	5	the	the	DT
altman-building-2020	155	6	date	date	NN
altman-building-2020	155	7	and	and	CC
altman-building-2020	155	8	timestamp	timestamp	NN
altman-building-2020	155	9	of	of	IN
altman-building-2020	155	10	the	the	DT
altman-building-2020	155	11	run	run	NN
altman-building-2020	155	12	—	—	:
altman-building-2020	155	13	that	that	DT
altman-building-2020	155	14	way	way	NN
altman-building-2020	155	15	you	-PRON-	PRP
altman-building-2020	155	16	wo	will	MD
altman-building-2020	155	17	n’t	not	RB
altman-building-2020	155	18	have	have	VB
altman-building-2020	155	19	to	to	TO
altman-building-2020	155	20	think	think	VB
altman-building-2020	155	21	about	about	IN
altman-building-2020	155	22	naming	name	VBG
altman-building-2020	155	23	each	each	DT
altman-building-2020	155	24	individual	individual	JJ
altman-building-2020	155	25	file	file	NN
altman-building-2020	155	26	,	,	,
altman-building-2020	155	27	and	and	CC
altman-building-2020	155	28	can	can	MD
altman-building-2020	155	29	avoid	avoid	VB
altman-building-2020	155	30	the	the	DT
altman-building-2020	155	31	phenomenon	phenomenon	NN
altman-building-2020	155	32	of	of	IN
altman-building-2020	155	33	a	a	DT
altman-building-2020	155	34	mess	mess	NN
altman-building-2020	155	35	of	of	IN
altman-building-2020	155	36	files	file	NNS
altman-building-2020	155	37	called	call	VBD
altman-building-2020	155	38	my_clean_data.csv	my_clean_data.csv	NNP
altman-building-2020	155	39	,	,	,
altman-building-2020	155	40	my_cleaner_data.csv	my_cleaner_data.csv	UH
altman-building-2020	155	41	,	,	,
altman-building-2020	155	42	my_final_cleanest_data.csv	my_final_cleanest_data.csv	CD
altman-building-2020	155	43	,	,	,
altman-building-2020	155	44	etc	etc	FW
altman-building-2020	155	45	.	.	.
altman-building-2020	156	1	Your	-PRON-	PRP$
altman-building-2020	156	2	file	file	NN
altman-building-2020	156	3	path	path	NN
altman-building-2020	156	4	for	for	IN
altman-building-2020	156	5	the	the	DT
altman-building-2020	156	6	acquired	acquire	VBN
altman-building-2020	156	7	data	datum	NNS
altman-building-2020	156	8	might	may	MD
altman-building-2020	156	9	be	be	VB
altman-building-2020	156	10	in	in	IN
altman-building-2020	156	11	the	the	DT
altman-building-2020	156	12	format	format	NN
altman-building-2020	156	13	:	:	:
altman-building-2020	156	14	myProject	myProject	NNP
altman-building-2020	156	15	/	/	SYM
altman-building-2020	156	16	acquisitions	acquisition	NNS
altman-building-2020	156	17	/	/	SYM
altman-building-2020	156	18	marc_YYYYMMDD_HHMMSS.xml	marc_yyyymmdd_hhmmss.xml	NN
altman-building-2020	156	19	In	in	IN
altman-building-2020	156	20	this	this	DT
altman-building-2020	156	21	case	case	NN
altman-building-2020	156	22	,	,	,
altman-building-2020	156	23	YYMMDD	YYMMDD	NNP
altman-building-2020	156	24	represents	represent	VBZ
altman-building-2020	156	25	the	the	DT
altman-building-2020	156	26	date	date	NN
altman-building-2020	156	27	and	and	CC
altman-building-2020	156	28	HHMMSS	hhmmss	NN
altman-building-2020	156	29	represents	represent	VBZ
altman-building-2020	156	30	the	the	DT
altman-building-2020	156	31	timestamp	timestamp	NN
altman-building-2020	156	32	.	.	.
altman-building-2020	157	1	Your	-PRON-	PRP$
altman-building-2020	157	2	file	file	NN
altman-building-2020	157	3	path	path	NN
altman-building-2020	157	4	for	for	IN
altman-building-2020	157	5	prepared	prepared	JJ
altman-building-2020	157	6	and	and	CC
altman-building-2020	157	7	cleaned	clean	VBN
altman-building-2020	157	8	data	datum	NNS
altman-building-2020	157	9	might	may	MD
altman-building-2020	157	10	be	be	VB
altman-building-2020	157	11	:	:	:
altman-building-2020	157	12	myProject	myProject	NNP
altman-building-2020	157	13	/	/	SYM
altman-building-2020	157	14	clean_datasets	clean_datasets	NNPS
altman-building-2020	157	15	/	/	SYM
altman-building-2020	157	16	subjects_YYYYMMDD_HHMMSS.csv	subjects_YYYYMMDD_HHMMSS.csv	NNP
altman-building-2020	157	17	Finally	finally	RB
altman-building-2020	157	18	,	,	,
altman-building-2020	157	19	each	each	DT
altman-building-2020	157	20	clustering	cluster	VBG
altman-building-2020	157	21	model	model	NN
altman-building-2020	157	22	you	-PRON-	PRP
altman-building-2020	157	23	build	build	VBP
altman-building-2020	157	24	could	could	MD
altman-building-2020	157	25	be	be	VB
altman-building-2020	157	26	saved	save	VBN
altman-building-2020	157	27	using	use	VBG
altman-building-2020	157	28	the	the	DT
altman-building-2020	157	29	file	file	NN
altman-building-2020	157	30	path	path	NN
altman-building-2020	157	31	pattern	pattern	NN
altman-building-2020	157	32	:	:	:
altman-building-2020	157	33	myProject	myproject	NN
altman-building-2020	157	34	/	/	SYM
altman-building-2020	157	35	models	model	NNS
altman-building-2020	157	36	/	/	SYM
altman-building-2020	157	37	cluster_YYYYMMDD_HHMMSS	cluster_YYYYMMDD_HHMMSS	NNP
altman-building-2020	157	38	Following	follow	VBG
altman-building-2020	157	39	this	this	DT
altman-building-2020	157	40	general	general	JJ
altman-building-2020	157	41	pattern	pattern	NN
altman-building-2020	157	42	,	,	,
altman-building-2020	157	43	you	-PRON-	PRP
altman-building-2020	157	44	can	can	MD
altman-building-2020	157	45	organize	organize	VB
altman-building-2020	157	46	all	all	DT
altman-building-2020	157	47	of	of	IN
altman-building-2020	157	48	the	the	DT
altman-building-2020	157	49	outputs	output	NNS
altman-building-2020	157	50	for	for	IN
altman-building-2020	157	51	your	-PRON-	PRP$
altman-building-2020	157	52	entire	entire	JJ
altman-building-2020	157	53	project	project	NN
altman-building-2020	157	54	.	.	.
altman-building-2020	158	1	Using	use	VBG
altman-building-2020	158	2	date	date	NN
altman-building-2020	158	3	and	and	CC
altman-building-2020	158	4	timestamps	timestamp	NNS
altman-building-2020	158	5	in	in	IN
altman-building-2020	158	6	the	the	DT
altman-building-2020	158	7	file	file	NN
altman-building-2020	158	8	name	name	NN
altman-building-2020	158	9	also	also	RB
altman-building-2020	158	10	enables	enable	VBZ
altman-building-2020	158	11	easy	easy	RB
altman-building-2020	158	12	sorting	sorting	NN
altman-building-2020	158	13	and	and	CC
altman-building-2020	158	14	retrieval	retrieval	NN
altman-building-2020	158	15	of	of	IN
altman-building-2020	158	16	the	the	DT
altman-building-2020	158	17	most	most	RBS
altman-building-2020	158	18	recent	recent	JJ
altman-building-2020	158	19	output	output	NN
altman-building-2020	158	20	.	.	.
altman-building-2020	159	1	For	for	IN
altman-building-2020	159	2	each	each	DT
altman-building-2020	159	3	data	data	NN
altman-building-2020	159	4	output	output	NN
altman-building-2020	159	5	,	,	,
altman-building-2020	159	6	you	-PRON-	PRP
altman-building-2020	159	7	will	will	MD
altman-building-2020	159	8	want	want	VB
altman-building-2020	159	9	to	to	TO
altman-building-2020	159	10	maintain	maintain	VB
altman-building-2020	159	11	a	a	DT
altman-building-2020	159	12	record	record	NN
altman-building-2020	159	13	of	of	IN
altman-building-2020	159	14	the	the	DT
altman-building-2020	159	15	exact	exact	JJ
altman-building-2020	159	16	input	input	NN
altman-building-2020	159	17	,	,	,
altman-building-2020	159	18	any	any	DT
altman-building-2020	159	19	special	special	JJ
altman-building-2020	159	20	attributes	attribute	NNS
altman-building-2020	159	21	of	of	IN
altman-building-2020	159	22	the	the	DT
altman-building-2020	159	23	process	process	NN
altman-building-2020	159	24	(	(	-LRB-
altman-building-2020	159	25	e.g.	e.g.	RB
altman-building-2020	160	1	“	"	``
altman-building-2020	160	2	this	this	DT
altman-building-2020	160	3	time	time	NN
altman-building-2020	160	4	I	-PRON-	PRP
altman-building-2020	160	5	rounded	round	VBD
altman-building-2020	160	6	decimals	decimal	NNS
altman-building-2020	160	7	to	to	IN
altman-building-2020	160	8	the	the	DT
altman-building-2020	160	9	nearest	near	JJS
altman-building-2020	160	10	hundredth	hundredth	JJ
altman-building-2020	160	11	”	"	''
altman-building-2020	160	12	)	)	-RRB-
altman-building-2020	160	13	,	,	,
altman-building-2020	160	14	and	and	CC
altman-building-2020	160	15	metrics	metric	NNS
altman-building-2020	160	16	that	that	WDT
altman-building-2020	160	17	will	will	MD
altman-building-2020	160	18	help	help	VB
altman-building-2020	160	19	you	-PRON-	PRP
altman-building-2020	160	20	determine	determine	VB
altman-building-2020	160	21	success	success	NN
altman-building-2020	160	22	or	or	CC
altman-building-2020	160	23	failure	failure	NN
altman-building-2020	160	24	of	of	IN
altman-building-2020	160	25	the	the	DT
altman-building-2020	160	26	process	process	NN
altman-building-2020	160	27	.	.	.
altman-building-2020	161	1	If	if	IN
altman-building-2020	161	2	you	-PRON-	PRP
altman-building-2020	161	3	can	can	MD
altman-building-2020	161	4	generate	generate	VB
altman-building-2020	161	5	this	this	DT
altman-building-2020	161	6	information	information	NN
altman-building-2020	161	7	automatically	automatically	RB
altman-building-2020	161	8	for	for	IN
altman-building-2020	161	9	each	each	DT
altman-building-2020	161	10	process	process	NN
altman-building-2020	161	11	,	,	,
altman-building-2020	161	12	all	all	PDT
altman-building-2020	161	13	the	the	DT
altman-building-2020	161	14	better	well	JJR
altman-building-2020	161	15	for	for	IN
altman-building-2020	161	16	ensuring	ensure	VBG
altman-building-2020	161	17	an	an	DT
altman-building-2020	161	18	accurate	accurate	JJ
altman-building-2020	161	19	record	record	NN
altman-building-2020	161	20	.	.	.
altman-building-2020	162	1	One	one	CD
altman-building-2020	162	2	strategy	strategy	NN
altman-building-2020	162	3	is	be	VBZ
altman-building-2020	162	4	to	to	TO
altman-building-2020	162	5	include	include	VB
altman-building-2020	162	6	a	a	DT
altman-building-2020	162	7	second	second	JJ
altman-building-2020	162	8	helper	helper	NN
altman-building-2020	162	9	method	method	NN
altman-building-2020	162	10	in	in	IN
altman-building-2020	162	11	your	-PRON-	PRP$
altman-building-2020	162	12	program	program	NN
altman-building-2020	162	13	that	that	WDT
altman-building-2020	162	14	will	will	MD
altman-building-2020	162	15	generate	generate	VB
altman-building-2020	162	16	and	and	CC
altman-building-2020	162	17	write	write	VB
altman-building-2020	162	18	out	out	RP
altman-building-2020	162	19	a	a	DT
altman-building-2020	162	20	companion	companion	NN
altman-building-2020	162	21	file	file	NN
altman-building-2020	162	22	to	to	IN
altman-building-2020	162	23	each	each	DT
altman-building-2020	162	24	data	data	NN
altman-building-2020	162	25	output	output	NN
altman-building-2020	162	26	.	.	.
altman-building-2020	163	1	The	the	DT
altman-building-2020	163	2	companion	companion	NN
altman-building-2020	163	3	file	file	NN
altman-building-2020	163	4	contains	contain	VBZ
altman-building-2020	163	5	information	information	NN
altman-building-2020	163	6	that	that	WDT
altman-building-2020	163	7	will	will	MD
altman-building-2020	163	8	help	help	VB
altman-building-2020	163	9	evaluate	evaluate	VB
altman-building-2020	163	10	results	result	NNS
altman-building-2020	163	11	,	,	,
altman-building-2020	163	12	detect	detect	VB
altman-building-2020	163	13	errors	error	NNS
altman-building-2020	163	14	,	,	,
altman-building-2020	163	15	perform	perform	VB
altman-building-2020	163	16	optimizations	optimization	NNS
altman-building-2020	163	17	,	,	,
altman-building-2020	163	18	and	and	CC
altman-building-2020	163	19	differentiate	differentiate	JJ
altman-building-2020	163	20	between	between	IN
altman-building-2020	163	21	any	any	DT
altman-building-2020	163	22	two	two	CD
altman-building-2020	163	23	data	datum	NNS
altman-building-2020	163	24	outputs	output	NNS
altman-building-2020	163	25	.	.	.
altman-building-2020	164	1	In	in	IN
altman-building-2020	164	2	the	the	DT
altman-building-2020	164	3	example	example	NN
altman-building-2020	164	4	project	project	NN
altman-building-2020	164	5	,	,	,
altman-building-2020	164	6	you	-PRON-	PRP
altman-building-2020	164	7	could	could	MD
altman-building-2020	164	8	accompany	accompany	VB
altman-building-2020	164	9	the	the	DT
altman-building-2020	164	10	acquisition	acquisition	NN
altman-building-2020	164	11	output	output	NN
altman-building-2020	164	12	with	with	IN
altman-building-2020	164	13	a	a	DT
altman-building-2020	164	14	text	text	NN
altman-building-2020	164	15	file	file	NN
altman-building-2020	164	16	detailing	detail	VBG
altman-building-2020	164	17	the	the	DT
altman-building-2020	164	18	exact	exact	JJ
altman-building-2020	164	19	API	api	NN
altman-building-2020	164	20	call	call	NN
altman-building-2020	164	21	used	use	VBN
altman-building-2020	164	22	to	to	TO
altman-building-2020	164	23	fetch	fetch	VB
altman-building-2020	164	24	the	the	DT
altman-building-2020	164	25	data	datum	NNS
altman-building-2020	164	26	,	,	,
altman-building-2020	164	27	the	the	DT
altman-building-2020	164	28	number	number	NN
altman-building-2020	164	29	of	of	IN
altman-building-2020	164	30	records	record	NNS
altman-building-2020	164	31	acquired	acquire	VBN
altman-building-2020	164	32	,	,	,
altman-building-2020	164	33	and	and	CC
altman-building-2020	164	34	the	the	DT
altman-building-2020	164	35	runtime	runtime	NN
altman-building-2020	164	36	for	for	IN
altman-building-2020	164	37	the	the	DT
altman-building-2020	164	38	process	process	NN
altman-building-2020	164	39	.	.	.
altman-building-2020	165	1	Keeping	keep	VBG
altman-building-2020	165	2	companion	companion	NN
altman-building-2020	165	3	files	file	NNS
altman-building-2020	165	4	as	as	RB
altman-building-2020	165	5	close	close	RB
altman-building-2020	165	6	as	as	IN
altman-building-2020	165	7	possible	possible	JJ
altman-building-2020	165	8	to	to	IN
altman-building-2020	165	9	their	-PRON-	PRP$
altman-building-2020	165	10	outputs	output	NNS
altman-building-2020	165	11	helps	help	VBZ
altman-building-2020	165	12	prevent	prevent	VB
altman-building-2020	165	13	accidental	accidental	JJ
altman-building-2020	165	14	separation	separation	NN
altman-building-2020	165	15	,	,	,
altman-building-2020	165	16	so	so	RB
altman-building-2020	165	17	save	save	VB
altman-building-2020	165	18	it	-PRON-	PRP
altman-building-2020	165	19	to	to	IN
altman-building-2020	165	20	:	:	:
altman-building-2020	165	21	myProject	myProject	NNP
altman-building-2020	165	22	/	/	SYM
altman-building-2020	165	23	acquisition	acquisition	NN
altman-building-2020	165	24	/	/	SYM
altman-building-2020	165	25	marc_YYYYMMDD_HHMMSS.txt	marc_yyyymmdd_hhmmss.txt	NN
altman-building-2020	165	26	In	in	IN
altman-building-2020	165	27	this	this	DT
altman-building-2020	165	28	case	case	NN
altman-building-2020	165	29	,	,	,
altman-building-2020	165	30	the	the	DT
altman-building-2020	165	31	date	date	NN
altman-building-2020	165	32	and	and	CC
altman-building-2020	165	33	timestamp	timestamp	NN
altman-building-2020	165	34	should	should	MD
altman-building-2020	165	35	exactly	exactly	RB
altman-building-2020	165	36	match	match	VB
altman-building-2020	165	37	that	that	DT
altman-building-2020	165	38	of	of	IN
altman-building-2020	165	39	its	-PRON-	PRP$
altman-building-2020	165	40	companion	companion	NN
altman-building-2020	165	41	xml	xml	NN
altman-building-2020	165	42	file	file	NN
altman-building-2020	165	43	.	.	.
altman-building-2020	166	1	When	when	WRB
altman-building-2020	166	2	running	running	NN
altman-building-2020	166	3	processes	process	NNS
altman-building-2020	166	4	that	that	WDT
altman-building-2020	166	5	test	test	NN
altman-building-2020	166	6	and	and	CC
altman-building-2020	166	7	train	train	NN
altman-building-2020	166	8	models	model	NNS
altman-building-2020	166	9	,	,	,
altman-building-2020	166	10	you	-PRON-	PRP
altman-building-2020	166	11	can	can	MD
altman-building-2020	166	12	include	include	VB
altman-building-2020	166	13	information	information	NN
altman-building-2020	166	14	in	in	IN
altman-building-2020	166	15	your	-PRON-	PRP$
altman-building-2020	166	16	companion	companion	NN
altman-building-2020	166	17	file	file	NN
altman-building-2020	166	18	about	about	IN
altman-building-2020	166	19	hyperparameters	hyperparameter	NNS
altman-building-2020	166	20	and	and	CC
altman-building-2020	166	21	whatever	whatever	WDT
altman-building-2020	166	22	metrics	metric	NNS
altman-building-2020	166	23	you	-PRON-	PRP
altman-building-2020	166	24	are	be	VBP
altman-building-2020	166	25	using	use	VBG
altman-building-2020	166	26	to	to	TO
altman-building-2020	166	27	evaluate	evaluate	VB
altman-building-2020	166	28	the	the	DT
altman-building-2020	166	29	quality	quality	NN
altman-building-2020	166	30	of	of	IN
altman-building-2020	166	31	the	the	DT
altman-building-2020	166	32	model	model	NN
altman-building-2020	166	33	.	.	.
altman-building-2020	167	1	In	in	IN
altman-building-2020	167	2	our	-PRON-	PRP$
altman-building-2020	167	3	example	example	NN
altman-building-2020	167	4	,	,	,
altman-building-2020	167	5	the	the	DT
altman-building-2020	167	6	companion	companion	NN
altman-building-2020	167	7	file	file	NN
altman-building-2020	167	8	to	to	IN
altman-building-2020	167	9	each	each	DT
altman-building-2020	167	10	cluster	cluster	NN
altman-building-2020	167	11	model	model	NN
altman-building-2020	167	12	may	may	MD
altman-building-2020	167	13	contain	contain	VB
altman-building-2020	167	14	the	the	DT
altman-building-2020	167	15	file	file	NN
altman-building-2020	167	16	path	path	NN
altman-building-2020	167	17	for	for	IN
altman-building-2020	167	18	the	the	DT
altman-building-2020	167	19	cleaned	clean	VBN
altman-building-2020	167	20	input	input	NN
altman-building-2020	167	21	data	datum	NNS
altman-building-2020	167	22	,	,	,
altman-building-2020	167	23	the	the	DT
altman-building-2020	167	24	number	number	NN
altman-building-2020	167	25	of	of	IN
altman-building-2020	167	26	clusters	cluster	NNS
altman-building-2020	167	27	,	,	,
altman-building-2020	167	28	and	and	CC
altman-building-2020	167	29	a	a	DT
altman-building-2020	167	30	measure	measure	NN
altman-building-2020	167	31	of	of	IN
altman-building-2020	167	32	cluster	cluster	NN
altman-building-2020	167	33	variance	variance	NN
altman-building-2020	167	34	.	.	.
altman-building-2020	168	1	Algorithm	Algorithm	NNP
altman-building-2020	168	2	Selection	Selection	NNP
altman-building-2020	168	3	As	as	IN
altman-building-2020	168	4	you	-PRON-	PRP
altman-building-2020	168	5	begin	begin	VBP
altman-building-2020	168	6	ingesting	ingest	VBG
altman-building-2020	168	7	and	and	CC
altman-building-2020	168	8	preparing	prepare	VBG
altman-building-2020	168	9	data	datum	NNS
altman-building-2020	168	10	,	,	,
altman-building-2020	168	11	you	-PRON-	PRP
altman-building-2020	168	12	'll	will	MD
altman-building-2020	168	13	want	want	VB
altman-building-2020	168	14	to	to	TO
altman-building-2020	168	15	explore	explore	VB
altman-building-2020	168	16	possible	possible	JJ
altman-building-2020	168	17	machine	machine	NN
altman-building-2020	168	18	learning	learn	VBG
altman-building-2020	168	19	algorithms	algorithm	NNS
altman-building-2020	168	20	to	to	TO
altman-building-2020	168	21	perform	perform	VB
altman-building-2020	168	22	on	on	IN
altman-building-2020	168	23	your	-PRON-	PRP$
altman-building-2020	168	24	dataset	dataset	NN
altman-building-2020	168	25	.	.	.
altman-building-2020	169	1	Choose	choose	VB
altman-building-2020	169	2	an	an	DT
altman-building-2020	169	3	algorithm	algorithm	NN
altman-building-2020	169	4	that	that	WDT
altman-building-2020	169	5	fits	fit	VBZ
altman-building-2020	169	6	your	-PRON-	PRP$
altman-building-2020	169	7	research	research	NN
altman-building-2020	169	8	question	question	NN
altman-building-2020	169	9	and	and	CC
altman-building-2020	169	10	data	datum	NNS
altman-building-2020	169	11	.	.	.
altman-building-2020	170	1	If	if	IN
altman-building-2020	170	2	you	-PRON-	PRP
altman-building-2020	170	3	’re	be	VBZ
altman-building-2020	170	4	not	not	RB
altman-building-2020	170	5	sure	sure	JJ
altman-building-2020	170	6	which	which	WDT
altman-building-2020	170	7	algorithm	algorithm	VBP
altman-building-2020	170	8	to	to	TO
altman-building-2020	170	9	choose	choose	VB
altman-building-2020	170	10	and	and	CC
altman-building-2020	170	11	not	not	RB
altman-building-2020	170	12	constrained	constrain	VBN
altman-building-2020	170	13	by	by	IN
altman-building-2020	170	14	time	time	NN
altman-building-2020	170	15	,	,	,
altman-building-2020	170	16	experiment	experiment	NN
altman-building-2020	170	17	with	with	IN
altman-building-2020	170	18	several	several	JJ
altman-building-2020	170	19	different	different	JJ
altman-building-2020	170	20	options	option	NNS
altman-building-2020	170	21	and	and	CC
altman-building-2020	170	22	see	see	VB
altman-building-2020	170	23	which	which	WDT
altman-building-2020	170	24	one	one	NN
altman-building-2020	170	25	yields	yield	VBZ
altman-building-2020	170	26	the	the	DT
altman-building-2020	170	27	best	good	JJS
altman-building-2020	170	28	results	result	NNS
altman-building-2020	170	29	.	.	.
altman-building-2020	171	1	Start	start	VB
altman-building-2020	171	2	by	by	IN
altman-building-2020	171	3	determining	determine	VBG
altman-building-2020	171	4	what	what	WP
altman-building-2020	171	5	general	general	JJ
altman-building-2020	171	6	type	type	NN
altman-building-2020	171	7	of	of	IN
altman-building-2020	171	8	learning	learning	NN
altman-building-2020	171	9	algorithm	algorithm	NN
altman-building-2020	171	10	you	-PRON-	PRP
altman-building-2020	171	11	need	need	VBP
altman-building-2020	171	12	,	,	,
altman-building-2020	171	13	and	and	CC
altman-building-2020	171	14	proceed	proceed	VB
altman-building-2020	171	15	from	from	IN
altman-building-2020	171	16	there	there	RB
altman-building-2020	171	17	to	to	IN
altman-building-2020	171	18	research	research	NN
altman-building-2020	171	19	and	and	CC
altman-building-2020	171	20	select	select	VB
altman-building-2020	171	21	one	one	NN
altman-building-2020	171	22	that	that	WDT
altman-building-2020	171	23	specifically	specifically	RB
altman-building-2020	171	24	addresses	address	VBZ
altman-building-2020	171	25	your	-PRON-	PRP$
altman-building-2020	171	26	research	research	NN
altman-building-2020	171	27	question	question	NN
altman-building-2020	171	28	.	.	.
altman-building-2020	172	1	In	in	IN
altman-building-2020	172	2	supervised	supervised	JJ
altman-building-2020	172	3	learning	learning	NN
altman-building-2020	172	4	,	,	,
altman-building-2020	172	5	you	-PRON-	PRP
altman-building-2020	172	6	train	train	VBP
altman-building-2020	172	7	a	a	DT
altman-building-2020	172	8	model	model	NN
altman-building-2020	172	9	to	to	TO
altman-building-2020	172	10	predict	predict	VB
altman-building-2020	172	11	an	an	DT
altman-building-2020	172	12	output	output	NN
altman-building-2020	172	13	condition	condition	NN
altman-building-2020	172	14	based	base	VBN
altman-building-2020	172	15	on	on	IN
altman-building-2020	172	16	given	give	VBN
altman-building-2020	172	17	input	input	NN
altman-building-2020	172	18	conditions	condition	NNS
altman-building-2020	172	19	;	;	:
altman-building-2020	172	20	for	for	IN
altman-building-2020	172	21	example	example	NN
altman-building-2020	172	22	,	,	,
altman-building-2020	172	23	predicting	predict	VBG
altman-building-2020	172	24	whether	whether	IN
altman-building-2020	172	25	or	or	CC
altman-building-2020	172	26	not	not	RB
altman-building-2020	172	27	a	a	DT
altman-building-2020	172	28	patient	patient	NN
altman-building-2020	172	29	has	have	VBZ
altman-building-2020	172	30	some	some	DT
altman-building-2020	172	31	disease	disease	NN
altman-building-2020	172	32	based	base	VBN
altman-building-2020	172	33	on	on	IN
altman-building-2020	172	34	their	-PRON-	PRP$
altman-building-2020	172	35	symptoms	symptom	NNS
altman-building-2020	172	36	,	,	,
altman-building-2020	172	37	or	or	CC
altman-building-2020	172	38	the	the	DT
altman-building-2020	172	39	topic	topic	NN
altman-building-2020	172	40	of	of	IN
altman-building-2020	172	41	a	a	DT
altman-building-2020	172	42	news	news	NN
altman-building-2020	172	43	article	article	NN
altman-building-2020	172	44	based	base	VBN
altman-building-2020	172	45	on	on	IN
altman-building-2020	172	46	keywords	keyword	NNS
altman-building-2020	172	47	in	in	IN
altman-building-2020	172	48	the	the	DT
altman-building-2020	172	49	text	text	NN
altman-building-2020	172	50	.	.	.
altman-building-2020	173	1	In	in	IN
altman-building-2020	173	2	order	order	NN
altman-building-2020	173	3	for	for	IN
altman-building-2020	173	4	supervised	supervise	VBN
altman-building-2020	173	5	learning	learn	VBG
altman-building-2020	173	6	to	to	IN
altman-building-2020	173	7	work	work	NN
altman-building-2020	173	8	,	,	,
altman-building-2020	173	9	you	-PRON-	PRP
altman-building-2020	173	10	need	need	VBP
altman-building-2020	173	11	labeled	label	VBN
altman-building-2020	173	12	training	training	NN
altman-building-2020	173	13	data	datum	NNS
altman-building-2020	173	14	,	,	,
altman-building-2020	173	15	meaning	mean	VBG
altman-building-2020	173	16	data	datum	NNS
altman-building-2020	173	17	in	in	IN
altman-building-2020	173	18	which	which	WDT
altman-building-2020	173	19	the	the	DT
altman-building-2020	173	20	outcome	outcome	NN
altman-building-2020	173	21	is	be	VBZ
altman-building-2020	173	22	already	already	RB
altman-building-2020	173	23	known	know	VBN
altman-building-2020	173	24	.	.	.
altman-building-2020	174	1	Examples	example	NNS
altman-building-2020	174	2	include	include	VBP
altman-building-2020	174	3	records	record	NNS
altman-building-2020	174	4	of	of	IN
altman-building-2020	174	5	symptoms	symptom	NNS
altman-building-2020	174	6	in	in	IN
altman-building-2020	174	7	patients	patient	NNS
altman-building-2020	174	8	who	who	WP
altman-building-2020	174	9	were	be	VBD
altman-building-2020	174	10	known	know	VBN
altman-building-2020	174	11	to	to	TO
altman-building-2020	174	12	have	have	VB
altman-building-2020	174	13	the	the	DT
altman-building-2020	174	14	disease	disease	NN
altman-building-2020	174	15	(	(	-LRB-
altman-building-2020	174	16	or	or	CC
altman-building-2020	174	17	not	not	RB
altman-building-2020	174	18	)	)	-RRB-
altman-building-2020	174	19	,	,	,
altman-building-2020	174	20	or	or	CC
altman-building-2020	174	21	news	news	NN
altman-building-2020	174	22	articles	article	NNS
altman-building-2020	174	23	that	that	WDT
altman-building-2020	174	24	have	have	VBP
altman-building-2020	174	25	already	already	RB
altman-building-2020	174	26	been	be	VBN
altman-building-2020	174	27	assigned	assign	VBN
altman-building-2020	174	28	topics	topic	NNS
altman-building-2020	174	29	.	.	.
altman-building-2020	175	1	Classification	classification	NN
altman-building-2020	175	2	and	and	CC
altman-building-2020	175	3	regression	regression	NN
altman-building-2020	175	4	are	be	VBP
altman-building-2020	175	5	both	both	DT
altman-building-2020	175	6	types	type	NNS
altman-building-2020	175	7	of	of	IN
altman-building-2020	175	8	supervised	supervise	VBN
altman-building-2020	175	9	learning	learning	NN
altman-building-2020	175	10	.	.	.
altman-building-2020	176	1	In	in	IN
altman-building-2020	176	2	a	a	DT
altman-building-2020	176	3	classification	classification	NN
altman-building-2020	176	4	problem	problem	NN
altman-building-2020	176	5	,	,	,
altman-building-2020	176	6	you	-PRON-	PRP
altman-building-2020	176	7	are	be	VBP
altman-building-2020	176	8	predicting	predict	VBG
altman-building-2020	176	9	a	a	DT
altman-building-2020	176	10	discrete	discrete	JJ
altman-building-2020	176	11	number	number	NN
altman-building-2020	176	12	of	of	IN
altman-building-2020	176	13	possible	possible	JJ
altman-building-2020	176	14	outcomes	outcome	NNS
altman-building-2020	176	15	.	.	.
altman-building-2020	177	1	For	for	IN
altman-building-2020	177	2	example	example	NN
altman-building-2020	177	3	,	,	,
altman-building-2020	177	4	“	"	``
altman-building-2020	177	5	based	base	VBN
altman-building-2020	177	6	on	on	IN
altman-building-2020	177	7	what	what	WP
altman-building-2020	177	8	I	-PRON-	PRP
altman-building-2020	177	9	know	know	VBP
altman-building-2020	177	10	about	about	IN
altman-building-2020	177	11	this	this	DT
altman-building-2020	177	12	book	book	NN
altman-building-2020	177	13	,	,	,
altman-building-2020	177	14	will	will	MD
altman-building-2020	177	15	it	-PRON-	PRP
altman-building-2020	177	16	make	make	VB
altman-building-2020	177	17	the	the	DT
altman-building-2020	177	18	New	New	NNP
altman-building-2020	177	19	York	York	NNP
altman-building-2020	177	20	Times	Times	NNP
altman-building-2020	177	21	Best	Best	NNP
altman-building-2020	177	22	Seller	Seller	NNP
altman-building-2020	177	23	list	list	NN
altman-building-2020	177	24	?	?	.
altman-building-2020	177	25	”	"	''
altman-building-2020	177	26	is	be	VBZ
altman-building-2020	177	27	a	a	DT
altman-building-2020	177	28	classification	classification	NN
altman-building-2020	177	29	problem	problem	NN
altman-building-2020	177	30	because	because	IN
altman-building-2020	177	31	there	there	EX
altman-building-2020	177	32	are	be	VBP
altman-building-2020	177	33	two	two	CD
altman-building-2020	177	34	discrete	discrete	JJ
altman-building-2020	177	35	outcomes	outcome	NNS
altman-building-2020	177	36	:	:	:
altman-building-2020	177	37	yes	yes	UH
altman-building-2020	177	38	or	or	CC
altman-building-2020	177	39	no	no	UH
altman-building-2020	177	40	.	.	.
altman-building-2020	178	1	Classification	classification	NN
altman-building-2020	178	2	algorithms	algorithm	NNS
altman-building-2020	178	3	include	include	VBP
altman-building-2020	178	4	naive	naive	JJ
altman-building-2020	178	5	Bayes	Bayes	NNP
altman-building-2020	178	6	,	,	,
altman-building-2020	178	7	decision	decision	NN
altman-building-2020	178	8	trees	tree	NNS
altman-building-2020	178	9	,	,	,
altman-building-2020	178	10	and	and	CC
altman-building-2020	178	11	k	k	NNP
altman-building-2020	178	12	-	-	HYPH
altman-building-2020	178	13	nearest	near	JJS
altman-building-2020	178	14	neighbor	neighbor	NN
altman-building-2020	178	15	.	.	.
altman-building-2020	179	1	Regression	regression	NN
altman-building-2020	179	2	problems	problem	NNS
altman-building-2020	179	3	try	try	VBP
altman-building-2020	179	4	to	to	TO
altman-building-2020	179	5	predict	predict	VB
altman-building-2020	179	6	an	an	DT
altman-building-2020	179	7	outcome	outcome	NN
altman-building-2020	179	8	from	from	IN
altman-building-2020	179	9	a	a	DT
altman-building-2020	179	10	continuum	continuum	NN
altman-building-2020	179	11	of	of	IN
altman-building-2020	179	12	possibilities	possibility	NNS
altman-building-2020	179	13	,	,	,
altman-building-2020	179	14	i.e.	i.e.	FW
altman-building-2020	179	15	,	,	,
altman-building-2020	179	16	“	"	``
altman-building-2020	179	17	based	base	VBN
altman-building-2020	179	18	on	on	IN
altman-building-2020	179	19	what	what	WP
altman-building-2020	179	20	I	-PRON-	PRP
altman-building-2020	179	21	know	know	VBP
altman-building-2020	179	22	about	about	IN
altman-building-2020	179	23	this	this	DT
altman-building-2020	179	24	book	book	NN
altman-building-2020	179	25	,	,	,
altman-building-2020	179	26	what	what	WP
altman-building-2020	179	27	will	will	MD
altman-building-2020	179	28	its	-PRON-	PRP$
altman-building-2020	179	29	retail	retail	JJ
altman-building-2020	179	30	price	price	NN
altman-building-2020	179	31	be	be	VB
altman-building-2020	179	32	?	?	.
altman-building-2020	179	33	”	"	''
altman-building-2020	179	34	Regression	regression	NN
altman-building-2020	179	35	algorithms	algorithm	NNS
altman-building-2020	179	36	include	include	VBP
altman-building-2020	179	37	linear	linear	JJ
altman-building-2020	179	38	regression	regression	NN
altman-building-2020	179	39	and	and	CC
altman-building-2020	179	40	regression	regression	NN
altman-building-2020	179	41	trees	tree	NNS
altman-building-2020	179	42	.	.	.
altman-building-2020	180	1	In	in	IN
altman-building-2020	180	2	unsupervised	unsupervised	JJ
altman-building-2020	180	3	learning	learning	NN
altman-building-2020	180	4	,	,	,
altman-building-2020	180	5	the	the	DT
altman-building-2020	180	6	ML	ML	NNP
altman-building-2020	180	7	algorithm	algorithm	NN
altman-building-2020	180	8	discovers	discover	VBZ
altman-building-2020	180	9	a	a	DT
altman-building-2020	180	10	new	new	JJ
altman-building-2020	180	11	pattern	pattern	NN
altman-building-2020	180	12	.	.	.
altman-building-2020	181	1	The	the	DT
altman-building-2020	181	2	training	training	NN
altman-building-2020	181	3	data	datum	NNS
altman-building-2020	181	4	is	be	VBZ
altman-building-2020	181	5	unlabeled	unlabeled	JJ
altman-building-2020	181	6	,	,	,
altman-building-2020	181	7	meaning	mean	VBG
altman-building-2020	181	8	there	there	EX
altman-building-2020	181	9	is	be	VBZ
altman-building-2020	181	10	no	no	DT
altman-building-2020	181	11	indication	indication	NN
altman-building-2020	181	12	of	of	IN
altman-building-2020	181	13	how	how	WRB
altman-building-2020	181	14	the	the	DT
altman-building-2020	181	15	data	datum	NNS
altman-building-2020	181	16	should	should	MD
altman-building-2020	181	17	be	be	VB
altman-building-2020	181	18	organized	organize	VBN
altman-building-2020	181	19	at	at	IN
altman-building-2020	181	20	the	the	DT
altman-building-2020	181	21	outset	outset	NN
altman-building-2020	181	22	.	.	.
altman-building-2020	182	1	A	a	DT
altman-building-2020	182	2	common	common	JJ
altman-building-2020	182	3	example	example	NN
altman-building-2020	182	4	is	be	VBZ
altman-building-2020	182	5	clustering	cluster	VBG
altman-building-2020	182	6	,	,	,
altman-building-2020	182	7	in	in	IN
altman-building-2020	182	8	which	which	WDT
altman-building-2020	182	9	the	the	DT
altman-building-2020	182	10	algorithm	algorithm	NNP
altman-building-2020	182	11	groups	group	NNS
altman-building-2020	182	12	items	item	NNS
altman-building-2020	182	13	together	together	RB
altman-building-2020	182	14	based	base	VBN
altman-building-2020	182	15	on	on	IN
altman-building-2020	182	16	features	feature	NNS
altman-building-2020	182	17	it	-PRON-	PRP
altman-building-2020	182	18	finds	find	VBZ
altman-building-2020	182	19	mathematically	mathematically	RB
altman-building-2020	182	20	significant	significant	JJ
altman-building-2020	182	21	.	.	.
altman-building-2020	183	1	Perhaps	perhaps	RB
altman-building-2020	183	2	you	-PRON-	PRP
altman-building-2020	183	3	have	have	VBP
altman-building-2020	183	4	a	a	DT
altman-building-2020	183	5	collection	collection	NN
altman-building-2020	183	6	of	of	IN
altman-building-2020	183	7	news	news	NN
altman-building-2020	183	8	articles	article	NNS
altman-building-2020	183	9	(	(	-LRB-
altman-building-2020	183	10	with	with	IN
altman-building-2020	183	11	no	no	DT
altman-building-2020	183	12	existing	exist	VBG
altman-building-2020	183	13	topic	topic	NN
altman-building-2020	183	14	labels	label	NNS
altman-building-2020	183	15	)	)	-RRB-
altman-building-2020	183	16	,	,	,
altman-building-2020	183	17	and	and	CC
altman-building-2020	183	18	you	-PRON-	PRP
altman-building-2020	183	19	want	want	VBP
altman-building-2020	183	20	to	to	TO
altman-building-2020	183	21	discover	discover	VB
altman-building-2020	183	22	common	common	JJ
altman-building-2020	183	23	themes	theme	NNS
altman-building-2020	183	24	or	or	CC
altman-building-2020	183	25	topics	topic	NNS
altman-building-2020	183	26	that	that	WDT
altman-building-2020	183	27	appear	appear	VBP
altman-building-2020	183	28	throughout	throughout	IN
altman-building-2020	183	29	the	the	DT
altman-building-2020	183	30	collection	collection	NN
altman-building-2020	183	31	.	.	.
altman-building-2020	184	1	The	the	DT
altman-building-2020	184	2	algorithm	algorithm	NN
altman-building-2020	184	3	will	will	MD
altman-building-2020	184	4	not	not	RB
altman-building-2020	184	5	tell	tell	VB
altman-building-2020	184	6	you	-PRON-	PRP
altman-building-2020	184	7	what	what	WP
altman-building-2020	184	8	the	the	DT
altman-building-2020	184	9	themes	theme	NNS
altman-building-2020	184	10	or	or	CC
altman-building-2020	184	11	topics	topic	NNS
altman-building-2020	184	12	are	be	VBP
altman-building-2020	184	13	,	,	,
altman-building-2020	184	14	but	but	CC
altman-building-2020	184	15	will	will	MD
altman-building-2020	184	16	show	show	VB
altman-building-2020	184	17	which	which	WDT
altman-building-2020	184	18	articles	article	VBZ
altman-building-2020	184	19	group	group	NN
altman-building-2020	184	20	together	together	RB
altman-building-2020	184	21	.	.	.
altman-building-2020	185	1	It	-PRON-	PRP
altman-building-2020	185	2	is	be	VBZ
altman-building-2020	185	3	then	then	RB
altman-building-2020	185	4	up	up	IN
altman-building-2020	185	5	to	to	IN
altman-building-2020	185	6	the	the	DT
altman-building-2020	185	7	researcher	researcher	NN
altman-building-2020	185	8	to	to	TO
altman-building-2020	185	9	work	work	VB
altman-building-2020	185	10	out	out	RP
altman-building-2020	185	11	the	the	DT
altman-building-2020	185	12	common	common	JJ
altman-building-2020	185	13	thread	thread	NN
altman-building-2020	185	14	.	.	.
altman-building-2020	186	1	In	in	IN
altman-building-2020	186	2	addition	addition	NN
altman-building-2020	186	3	to	to	IN
altman-building-2020	186	4	serving	serve	VBG
altman-building-2020	186	5	your	-PRON-	PRP$
altman-building-2020	186	6	research	research	NN
altman-building-2020	186	7	question	question	NN
altman-building-2020	186	8	,	,	,
altman-building-2020	186	9	your	-PRON-	PRP$
altman-building-2020	186	10	algorithm	algorithm	NN
altman-building-2020	186	11	should	should	MD
altman-building-2020	186	12	also	also	RB
altman-building-2020	186	13	be	be	VB
altman-building-2020	186	14	a	a	DT
altman-building-2020	186	15	good	good	JJ
altman-building-2020	186	16	fit	fit	NN
altman-building-2020	186	17	for	for	IN
altman-building-2020	186	18	your	-PRON-	PRP$
altman-building-2020	186	19	data	datum	NNS
altman-building-2020	186	20	.	.	.
altman-building-2020	187	1	Specific	specific	JJ
altman-building-2020	187	2	considerations	consideration	NNS
altman-building-2020	187	3	will	will	MD
altman-building-2020	187	4	vary	vary	VB
altman-building-2020	187	5	for	for	IN
altman-building-2020	187	6	each	each	DT
altman-building-2020	187	7	dataset	dataset	NN
altman-building-2020	187	8	and	and	CC
altman-building-2020	187	9	algorithm	algorithm	NN
altman-building-2020	187	10	,	,	,
altman-building-2020	187	11	so	so	RB
altman-building-2020	187	12	make	make	VB
altman-building-2020	187	13	sure	sure	JJ
altman-building-2020	187	14	you	-PRON-	PRP
altman-building-2020	187	15	know	know	VBP
altman-building-2020	187	16	the	the	DT
altman-building-2020	187	17	strengths	strength	NNS
altman-building-2020	187	18	and	and	CC
altman-building-2020	187	19	weaknesses	weakness	NNS
altman-building-2020	187	20	of	of	IN
altman-building-2020	187	21	your	-PRON-	PRP$
altman-building-2020	187	22	algorithm	algorithm	NN
altman-building-2020	187	23	and	and	CC
altman-building-2020	187	24	how	how	WRB
altman-building-2020	187	25	they	-PRON-	PRP
altman-building-2020	187	26	relate	relate	VBP
altman-building-2020	187	27	to	to	IN
altman-building-2020	187	28	the	the	DT
altman-building-2020	187	29	unique	unique	JJ
altman-building-2020	187	30	qualities	quality	NNS
altman-building-2020	187	31	of	of	IN
altman-building-2020	187	32	your	-PRON-	PRP$
altman-building-2020	187	33	dataset	dataset	NN
altman-building-2020	187	34	.	.	.
altman-building-2020	188	1	For	for	IN
altman-building-2020	188	2	example	example	NN
altman-building-2020	188	3	,	,	,
altman-building-2020	188	4	algorithms	algorithm	NNS
altman-building-2020	188	5	differ	differ	VBP
altman-building-2020	188	6	in	in	IN
altman-building-2020	188	7	their	-PRON-	PRP$
altman-building-2020	188	8	abilities	ability	NNS
altman-building-2020	188	9	to	to	TO
altman-building-2020	188	10	handle	handle	VB
altman-building-2020	188	11	datasets	dataset	NNS
altman-building-2020	188	12	with	with	IN
altman-building-2020	188	13	a	a	DT
altman-building-2020	188	14	very	very	RB
altman-building-2020	188	15	large	large	JJ
altman-building-2020	188	16	number	number	NN
altman-building-2020	188	17	of	of	IN
altman-building-2020	188	18	features	feature	NNS
altman-building-2020	188	19	,	,	,
altman-building-2020	188	20	handle	handle	VB
altman-building-2020	188	21	datasets	dataset	NNS
altman-building-2020	188	22	with	with	IN
altman-building-2020	188	23	high	high	JJ
altman-building-2020	188	24	variance	variance	NN
altman-building-2020	188	25	,	,	,
altman-building-2020	188	26	efficiently	efficiently	RB
altman-building-2020	188	27	process	process	VB
altman-building-2020	188	28	very	very	RB
altman-building-2020	188	29	large	large	JJ
altman-building-2020	188	30	datasets	dataset	NNS
altman-building-2020	188	31	,	,	,
altman-building-2020	188	32	and	and	CC
altman-building-2020	188	33	glean	glean	JJ
altman-building-2020	188	34	meaningful	meaningful	JJ
altman-building-2020	188	35	intelligence	intelligence	NN
altman-building-2020	188	36	from	from	IN
altman-building-2020	188	37	very	very	RB
altman-building-2020	188	38	small	small	JJ
altman-building-2020	188	39	datasets	dataset	NNS
altman-building-2020	188	40	.	.	.
altman-building-2020	189	1	Is	be	VBZ
altman-building-2020	189	2	it	-PRON-	PRP
altman-building-2020	189	3	important	important	JJ
altman-building-2020	189	4	that	that	IN
altman-building-2020	189	5	your	-PRON-	PRP$
altman-building-2020	189	6	algorithm	algorithm	NN
altman-building-2020	189	7	be	be	VB
altman-building-2020	189	8	easy	easy	JJ
altman-building-2020	189	9	to	to	TO
altman-building-2020	189	10	explain	explain	VB
altman-building-2020	189	11	?	?	.
altman-building-2020	190	1	Some	some	DT
altman-building-2020	190	2	algorithms	algorithm	NNS
altman-building-2020	190	3	,	,	,
altman-building-2020	190	4	such	such	JJ
altman-building-2020	190	5	as	as	IN
altman-building-2020	190	6	neural	neural	JJ
altman-building-2020	190	7	nets	net	NNS
altman-building-2020	190	8	,	,	,
altman-building-2020	190	9	function	function	NN
altman-building-2020	190	10	as	as	IN
altman-building-2020	190	11	black	black	JJ
altman-building-2020	190	12	boxes	box	NNS
altman-building-2020	190	13	,	,	,
altman-building-2020	190	14	and	and	CC
altman-building-2020	190	15	it	-PRON-	PRP
altman-building-2020	190	16	is	be	VBZ
altman-building-2020	190	17	difficult	difficult	JJ
altman-building-2020	190	18	to	to	TO
altman-building-2020	190	19	decipher	decipher	VB
altman-building-2020	190	20	how	how	WRB
altman-building-2020	190	21	they	-PRON-	PRP
altman-building-2020	190	22	arrive	arrive	VBP
altman-building-2020	190	23	at	at	IN
altman-building-2020	190	24	their	-PRON-	PRP$
altman-building-2020	190	25	decisions	decision	NNS
altman-building-2020	190	26	.	.	.
altman-building-2020	191	1	Other	other	JJ
altman-building-2020	191	2	algorithms	algorithm	NNS
altman-building-2020	191	3	,	,	,
altman-building-2020	191	4	such	such	JJ
altman-building-2020	191	5	as	as	IN
altman-building-2020	191	6	decision	decision	NN
altman-building-2020	191	7	trees	tree	NNS
altman-building-2020	191	8	,	,	,
altman-building-2020	191	9	are	be	VBP
altman-building-2020	191	10	easy	easy	JJ
altman-building-2020	191	11	to	to	TO
altman-building-2020	191	12	understand	understand	VB
altman-building-2020	191	13	.	.	.
altman-building-2020	192	1	Can	Can	MD
altman-building-2020	192	2	you	-PRON-	PRP
altman-building-2020	192	3	prepare	prepare	VB
altman-building-2020	192	4	your	-PRON-	PRP$
altman-building-2020	192	5	data	datum	NNS
altman-building-2020	192	6	with	with	IN
altman-building-2020	192	7	a	a	DT
altman-building-2020	192	8	reasonable	reasonable	JJ
altman-building-2020	192	9	amount	amount	NN
altman-building-2020	192	10	of	of	IN
altman-building-2020	192	11	pre	pre	NN
altman-building-2020	192	12	-	-	NN
altman-building-2020	192	13	processing	processing	NN
altman-building-2020	192	14	?	?	.
altman-building-2020	193	1	Can	Can	MD
altman-building-2020	193	2	you	-PRON-	PRP
altman-building-2020	193	3	find	find	VB
altman-building-2020	193	4	examples	example	NNS
altman-building-2020	193	5	of	of	IN
altman-building-2020	193	6	success	success	NN
altman-building-2020	193	7	(	(	-LRB-
altman-building-2020	193	8	or	or	CC
altman-building-2020	193	9	failure	failure	NN
altman-building-2020	193	10	)	)	-RRB-
altman-building-2020	193	11	from	from	IN
altman-building-2020	193	12	people	people	NNS
altman-building-2020	193	13	using	use	VBG
altman-building-2020	193	14	similar	similar	JJ
altman-building-2020	193	15	datasets	dataset	NNS
altman-building-2020	193	16	with	with	IN
altman-building-2020	193	17	the	the	DT
altman-building-2020	193	18	same	same	JJ
altman-building-2020	193	19	algorithm	algorithm	NN
altman-building-2020	193	20	?	?	.
altman-building-2020	194	1	Asking	ask	VBG
altman-building-2020	194	2	these	these	DT
altman-building-2020	194	3	sorts	sort	NNS
altman-building-2020	194	4	of	of	IN
altman-building-2020	194	5	questions	question	NNS
altman-building-2020	194	6	will	will	MD
altman-building-2020	194	7	help	help	VB
altman-building-2020	194	8	you	-PRON-	PRP
altman-building-2020	194	9	to	to	TO
altman-building-2020	194	10	choose	choose	VB
altman-building-2020	194	11	an	an	DT
altman-building-2020	194	12	algorithm	algorithm	NN
altman-building-2020	194	13	that	that	WDT
altman-building-2020	194	14	works	work	VBZ
altman-building-2020	194	15	well	well	RB
altman-building-2020	194	16	for	for	IN
altman-building-2020	194	17	your	-PRON-	PRP$
altman-building-2020	194	18	data	datum	NNS
altman-building-2020	194	19	,	,	,
altman-building-2020	194	20	and	and	CC
altman-building-2020	194	21	will	will	MD
altman-building-2020	194	22	also	also	RB
altman-building-2020	194	23	inform	inform	VB
altman-building-2020	194	24	how	how	WRB
altman-building-2020	194	25	you	-PRON-	PRP
altman-building-2020	194	26	prepare	prepare	VBP
altman-building-2020	194	27	your	-PRON-	PRP$
altman-building-2020	194	28	data	datum	NNS
altman-building-2020	194	29	for	for	IN
altman-building-2020	194	30	optimal	optimal	JJ
altman-building-2020	194	31	use	use	NN
altman-building-2020	194	32	.	.	.
altman-building-2020	195	1	Finally	finally	RB
altman-building-2020	195	2	,	,	,
altman-building-2020	195	3	consider	consider	VB
altman-building-2020	195	4	whether	whether	IN
altman-building-2020	195	5	or	or	CC
altman-building-2020	195	6	not	not	RB
altman-building-2020	195	7	you	-PRON-	PRP
altman-building-2020	195	8	are	be	VBP
altman-building-2020	195	9	constrained	constrain	VBN
altman-building-2020	195	10	by	by	IN
altman-building-2020	195	11	time	time	NN
altman-building-2020	195	12	,	,	,
altman-building-2020	195	13	hardware	hardware	NN
altman-building-2020	195	14	,	,	,
altman-building-2020	195	15	or	or	CC
altman-building-2020	195	16	available	available	JJ
altman-building-2020	195	17	toolsets	toolset	NNS
altman-building-2020	195	18	.	.	.
altman-building-2020	196	1	Different	different	JJ
altman-building-2020	196	2	algorithms	algorithm	NNS
altman-building-2020	196	3	require	require	VBP
altman-building-2020	196	4	different	different	JJ
altman-building-2020	196	5	amounts	amount	NNS
altman-building-2020	196	6	of	of	IN
altman-building-2020	196	7	time	time	NN
altman-building-2020	196	8	and	and	CC
altman-building-2020	196	9	memory	memory	NN
altman-building-2020	196	10	to	to	TO
altman-building-2020	196	11	train	train	VB
altman-building-2020	196	12	and/or	and/or	CC
altman-building-2020	196	13	execute	execute	VB
altman-building-2020	196	14	.	.	.
altman-building-2020	197	1	Different	different	JJ
altman-building-2020	197	2	ML	ML	NNP
altman-building-2020	197	3	tools	tool	NNS
altman-building-2020	197	4	offer	offer	VBP
altman-building-2020	197	5	implementations	implementation	NNS
altman-building-2020	197	6	of	of	IN
altman-building-2020	197	7	different	different	JJ
altman-building-2020	197	8	algorithms	algorithm	NNS
altman-building-2020	197	9	.	.	.
altman-building-2020	198	1	Working	work	VBG
altman-building-2020	198	2	with	with	IN
altman-building-2020	198	3	machine	machine	NN
altman-building-2020	198	4	learning	learning	NN
altman-building-2020	198	5	algorithms	algorithm	NNS
altman-building-2020	198	6	New	New	NNP
altman-building-2020	198	7	technologies	technology	NNS
altman-building-2020	198	8	and	and	CC
altman-building-2020	198	9	software	software	NN
altman-building-2020	198	10	advances	advance	NNS
altman-building-2020	198	11	make	make	VBP
altman-building-2020	198	12	machine	machine	NN
altman-building-2020	198	13	learning	learn	VBG
altman-building-2020	198	14	more	more	RBR
altman-building-2020	198	15	accessible	accessible	JJ
altman-building-2020	198	16	to	to	IN
altman-building-2020	198	17	“	"	``
altman-building-2020	198	18	lay	lay	VB
altman-building-2020	198	19	”	"	''
altman-building-2020	198	20	users	user	NNS
altman-building-2020	198	21	,	,	,
altman-building-2020	198	22	by	by	IN
altman-building-2020	198	23	which	which	WDT
altman-building-2020	198	24	I	-PRON-	PRP
altman-building-2020	198	25	mean	mean	VBP
altman-building-2020	198	26	those	those	DT
altman-building-2020	198	27	of	of	IN
altman-building-2020	198	28	us	-PRON-	PRP
altman-building-2020	198	29	without	without	IN
altman-building-2020	198	30	advanced	advanced	JJ
altman-building-2020	198	31	degrees	degree	NNS
altman-building-2020	198	32	in	in	IN
altman-building-2020	198	33	mathematics	mathematic	NNS
altman-building-2020	198	34	or	or	CC
altman-building-2020	198	35	data	datum	NNS
altman-building-2020	198	36	science	science	NN
altman-building-2020	198	37	.	.	.
altman-building-2020	199	1	Yet	yet	RB
altman-building-2020	199	2	,	,	,
altman-building-2020	199	3	the	the	DT
altman-building-2020	199	4	algorithms	algorithm	NNS
altman-building-2020	199	5	are	be	VBP
altman-building-2020	199	6	complex	complex	JJ
altman-building-2020	199	7	,	,	,
altman-building-2020	199	8	and	and	CC
altman-building-2020	199	9	you	-PRON-	PRP
altman-building-2020	199	10	need	need	VBP
altman-building-2020	199	11	at	at	IN
altman-building-2020	199	12	least	least	JJS
altman-building-2020	199	13	an	an	DT
altman-building-2020	199	14	intuitive	intuitive	JJ
altman-building-2020	199	15	understanding	understanding	NN
altman-building-2020	199	16	of	of	IN
altman-building-2020	199	17	how	how	WRB
altman-building-2020	199	18	they	-PRON-	PRP
altman-building-2020	199	19	work	work	VBP
altman-building-2020	199	20	if	if	IN
altman-building-2020	199	21	you	-PRON-	PRP
altman-building-2020	199	22	hope	hope	VBP
altman-building-2020	199	23	to	to	TO
altman-building-2020	199	24	implement	implement	VB
altman-building-2020	199	25	them	-PRON-	PRP
altman-building-2020	199	26	correctly	correctly	RB
altman-building-2020	199	27	.	.	.
altman-building-2020	200	1	I	-PRON-	PRP
altman-building-2020	200	2	use	use	VBP
altman-building-2020	200	3	the	the	DT
altman-building-2020	200	4	following	follow	VBG
altman-building-2020	200	5	three	three	CD
altman-building-2020	200	6	questions	question	NNS
altman-building-2020	200	7	as	as	IN
altman-building-2020	200	8	a	a	DT
altman-building-2020	200	9	guide	guide	NN
altman-building-2020	200	10	for	for	IN
altman-building-2020	200	11	understanding	understand	VBG
altman-building-2020	200	12	an	an	DT
altman-building-2020	200	13	algorithm	algorithm	NN
altman-building-2020	200	14	.	.	.
altman-building-2020	201	1	Keep	keep	VB
altman-building-2020	201	2	in	in	IN
altman-building-2020	201	3	mind	mind	NN
altman-building-2020	201	4	that	that	IN
altman-building-2020	201	5	any	any	DT
altman-building-2020	201	6	one	one	CD
altman-building-2020	201	7	project	project	NN
altman-building-2020	201	8	will	will	MD
altman-building-2020	201	9	likely	likely	RB
altman-building-2020	201	10	make	make	VB
altman-building-2020	201	11	use	use	NN
altman-building-2020	201	12	of	of	IN
altman-building-2020	201	13	several	several	JJ
altman-building-2020	201	14	complex	complex	JJ
altman-building-2020	201	15	algorithms	algorithm	NNS
altman-building-2020	201	16	along	along	IN
altman-building-2020	201	17	the	the	DT
altman-building-2020	201	18	way	way	NN
altman-building-2020	201	19	.	.	.
altman-building-2020	202	1	These	these	DT
altman-building-2020	202	2	questions	question	NNS
altman-building-2020	202	3	help	help	VBP
altman-building-2020	202	4	ensure	ensure	VB
altman-building-2020	202	5	that	that	IN
altman-building-2020	202	6	I	-PRON-	PRP
altman-building-2020	202	7	have	have	VBP
altman-building-2020	202	8	the	the	DT
altman-building-2020	202	9	information	information	NN
altman-building-2020	202	10	I	-PRON-	PRP
altman-building-2020	202	11	truly	truly	RB
altman-building-2020	202	12	need	need	VBP
altman-building-2020	202	13	,	,	,
altman-building-2020	202	14	and	and	CC
altman-building-2020	202	15	avoid	avoid	VB
altman-building-2020	202	16	getting	get	VBG
altman-building-2020	202	17	bogged	bogge	VBD
altman-building-2020	202	18	down	down	RP
altman-building-2020	202	19	with	with	IN
altman-building-2020	202	20	details	detail	NNS
altman-building-2020	202	21	best	well	RBS
altman-building-2020	202	22	left	leave	VBN
altman-building-2020	202	23	to	to	IN
altman-building-2020	202	24	mathematicians	mathematician	NNS
altman-building-2020	202	25	.	.	.
altman-building-2020	203	1	·	·	NFP
altman-building-2020	203	2	What	what	WP
altman-building-2020	203	3	do	do	VBP
altman-building-2020	203	4	the	the	DT
altman-building-2020	203	5	inputs	input	NNS
altman-building-2020	203	6	and	and	CC
altman-building-2020	203	7	outputs	output	NNS
altman-building-2020	203	8	of	of	IN
altman-building-2020	203	9	the	the	DT
altman-building-2020	203	10	algorithm	algorithm	NNP
altman-building-2020	203	11	mean	mean	VB
altman-building-2020	203	12	?	?	.
altman-building-2020	204	1	There	there	EX
altman-building-2020	204	2	are	be	VBP
altman-building-2020	204	3	two	two	CD
altman-building-2020	204	4	parts	part	NNS
altman-building-2020	204	5	to	to	IN
altman-building-2020	204	6	answering	answer	VBG
altman-building-2020	204	7	this	this	DT
altman-building-2020	204	8	question	question	NN
altman-building-2020	204	9	.	.	.
altman-building-2020	205	1	First	first	RB
altman-building-2020	205	2	is	be	VBZ
altman-building-2020	205	3	the	the	DT
altman-building-2020	205	4	data	data	NN
altman-building-2020	205	5	structure	structure	NN
altman-building-2020	205	6	,	,	,
altman-building-2020	205	7	e.g.	e.g.	RB
altman-building-2020	206	1	“	"	``
altman-building-2020	206	2	this	this	DT
altman-building-2020	206	3	is	be	VBZ
altman-building-2020	206	4	a	a	DT
altman-building-2020	206	5	vector	vector	NN
altman-building-2020	206	6	with	with	IN
altman-building-2020	206	7	300	300	CD
altman-building-2020	206	8	integers	integer	NNS
altman-building-2020	206	9	.	.	.
altman-building-2020	206	10	”	"	''
altman-building-2020	206	11	Second	second	JJ
altman-building-2020	206	12	is	be	VBZ
altman-building-2020	206	13	knowing	know	VBG
altman-building-2020	206	14	what	what	WP
altman-building-2020	206	15	this	this	DT
altman-building-2020	206	16	data	data	NN
altman-building-2020	206	17	describes	describe	VBZ
altman-building-2020	206	18	,	,	,
altman-building-2020	206	19	e.g.	e.g.	RB
altman-building-2020	207	1	“	"	``
altman-building-2020	207	2	each	each	DT
altman-building-2020	207	3	vector	vector	NN
altman-building-2020	207	4	represents	represent	VBZ
altman-building-2020	207	5	a	a	DT
altman-building-2020	207	6	document	document	NN
altman-building-2020	207	7	,	,	,
altman-building-2020	207	8	and	and	CC
altman-building-2020	207	9	each	each	DT
altman-building-2020	207	10	integer	integer	NN
altman-building-2020	207	11	specifies	specify	VBZ
altman-building-2020	207	12	the	the	DT
altman-building-2020	207	13	number	number	NN
altman-building-2020	207	14	of	of	IN
altman-building-2020	207	15	times	time	NNS
altman-building-2020	207	16	a	a	DT
altman-building-2020	207	17	particular	particular	JJ
altman-building-2020	207	18	word	word	NN
altman-building-2020	207	19	appears	appear	VBZ
altman-building-2020	207	20	in	in	IN
altman-building-2020	207	21	that	that	DT
altman-building-2020	207	22	document	document	NN
altman-building-2020	207	23	.	.	.
altman-building-2020	207	24	”	"	''
altman-building-2020	207	25	You	-PRON-	PRP
altman-building-2020	207	26	also	also	RB
altman-building-2020	207	27	need	need	VBP
altman-building-2020	207	28	to	to	TO
altman-building-2020	207	29	be	be	VB
altman-building-2020	207	30	aware	aware	JJ
altman-building-2020	207	31	of	of	IN
altman-building-2020	207	32	specific	specific	JJ
altman-building-2020	207	33	implementation	implementation	NN
altman-building-2020	207	34	details	detail	NNS
altman-building-2020	207	35	—	—	:
altman-building-2020	207	36	perhaps	perhaps	RB
altman-building-2020	207	37	the	the	DT
altman-building-2020	207	38	input	input	NN
altman-building-2020	207	39	needs	need	VBZ
altman-building-2020	207	40	to	to	TO
altman-building-2020	207	41	be	be	VB
altman-building-2020	207	42	normalized	normalize	VBN
altman-building-2020	207	43	in	in	IN
altman-building-2020	207	44	some	some	DT
altman-building-2020	207	45	way	way	NN
altman-building-2020	207	46	,	,	,
altman-building-2020	207	47	perhaps	perhaps	RB
altman-building-2020	207	48	the	the	DT
altman-building-2020	207	49	output	output	NN
altman-building-2020	207	50	has	have	VBZ
altman-building-2020	207	51	been	be	VBN
altman-building-2020	207	52	smoothed	smooth	VBN
altman-building-2020	207	53	(	(	-LRB-
altman-building-2020	207	54	a	a	DT
altman-building-2020	207	55	technique	technique	NN
altman-building-2020	207	56	that	that	WDT
altman-building-2020	207	57	compensates	compensate	VBZ
altman-building-2020	207	58	for	for	IN
altman-building-2020	207	59	noisy	noisy	JJ
altman-building-2020	207	60	data	datum	NNS
altman-building-2020	207	61	or	or	CC
altman-building-2020	207	62	outliers	outlier	NNS
altman-building-2020	207	63	)	)	-RRB-
altman-building-2020	207	64	.	.	.
altman-building-2020	208	1	This	this	DT
altman-building-2020	208	2	may	may	MD
altman-building-2020	208	3	seem	seem	VB
altman-building-2020	208	4	straightforward	straightforward	JJ
altman-building-2020	208	5	,	,	,
altman-building-2020	208	6	but	but	CC
altman-building-2020	208	7	it	-PRON-	PRP
altman-building-2020	208	8	can	can	MD
altman-building-2020	208	9	be	be	VB
altman-building-2020	208	10	a	a	DT
altman-building-2020	208	11	lot	lot	NN
altman-building-2020	208	12	to	to	TO
altman-building-2020	208	13	keep	keep	VB
altman-building-2020	208	14	track	track	NN
altman-building-2020	208	15	of	of	IN
altman-building-2020	208	16	once	once	IN
altman-building-2020	208	17	you	-PRON-	PRP
altman-building-2020	208	18	’ve	have	VB
altman-building-2020	208	19	gone	go	VBN
altman-building-2020	208	20	through	through	IN
altman-building-2020	208	21	several	several	JJ
altman-building-2020	208	22	layers	layer	NNS
altman-building-2020	208	23	of	of	IN
altman-building-2020	208	24	processing	processing	NN
altman-building-2020	208	25	and	and	CC
altman-building-2020	208	26	abstraction	abstraction	NN
altman-building-2020	208	27	.	.	.
altman-building-2020	209	1	·	·	NFP
altman-building-2020	209	2	What	what	WDT
altman-building-2020	209	3	effect	effect	NN
altman-building-2020	209	4	do	do	VBP
altman-building-2020	209	5	different	different	JJ
altman-building-2020	209	6	hyperparameters	hyperparameter	NNS
altman-building-2020	209	7	have	have	VB
altman-building-2020	209	8	on	on	IN
altman-building-2020	209	9	the	the	DT
altman-building-2020	209	10	algorithm	algorithm	NN
altman-building-2020	209	11	?	?	.
altman-building-2020	210	1	Part	part	NN
altman-building-2020	210	2	of	of	IN
altman-building-2020	210	3	the	the	DT
altman-building-2020	210	4	machine	machine	NN
altman-building-2020	210	5	learning	learning	NN
altman-building-2020	210	6	process	process	NN
altman-building-2020	210	7	is	be	VBZ
altman-building-2020	210	8	tuning	tune	VBG
altman-building-2020	210	9	hyperparameters	hyperparameter	NNS
altman-building-2020	210	10	,	,	,
altman-building-2020	210	11	or	or	CC
altman-building-2020	210	12	trying	try	VBG
altman-building-2020	210	13	out	out	RP
altman-building-2020	210	14	multiple	multiple	JJ
altman-building-2020	210	15	configurations	configuration	NNS
altman-building-2020	210	16	until	until	IN
altman-building-2020	210	17	you	-PRON-	PRP
altman-building-2020	210	18	get	get	VBP
altman-building-2020	210	19	satisfying	satisfying	JJ
altman-building-2020	210	20	results	result	NNS
altman-building-2020	210	21	.	.	.
altman-building-2020	211	1	Part	part	NN
altman-building-2020	211	2	of	of	IN
altman-building-2020	211	3	the	the	DT
altman-building-2020	211	4	frustration	frustration	NN
altman-building-2020	211	5	is	be	VBZ
altman-building-2020	211	6	that	that	IN
altman-building-2020	211	7	you	-PRON-	PRP
altman-building-2020	211	8	ca	can	MD
altman-building-2020	211	9	n’t	not	RB
altman-building-2020	211	10	try	try	VB
altman-building-2020	211	11	every	every	DT
altman-building-2020	211	12	possible	possible	JJ
altman-building-2020	211	13	configuration	configuration	NN
altman-building-2020	211	14	,	,	,
altman-building-2020	211	15	so	so	CC
altman-building-2020	211	16	you	-PRON-	PRP
altman-building-2020	211	17	have	have	VBP
altman-building-2020	211	18	to	to	TO
altman-building-2020	211	19	do	do	VB
altman-building-2020	211	20	some	some	DT
altman-building-2020	211	21	intelligent	intelligent	JJ
altman-building-2020	211	22	guesswork	guesswork	NN
altman-building-2020	211	23	.	.	.
altman-building-2020	212	1	Twiddling	twiddling	NN
altman-building-2020	212	2	hyperparameters	hyperparameter	NNS
altman-building-2020	212	3	can	can	MD
altman-building-2020	212	4	feel	feel	VB
altman-building-2020	212	5	enigmatic	enigmatic	JJ
altman-building-2020	212	6	and	and	CC
altman-building-2020	212	7	unitutive	unitutive	JJ
altman-building-2020	212	8	,	,	,
altman-building-2020	212	9	since	since	IN
altman-building-2020	212	10	it	-PRON-	PRP
altman-building-2020	212	11	can	can	MD
altman-building-2020	212	12	be	be	VB
altman-building-2020	212	13	difficult	difficult	JJ
altman-building-2020	212	14	to	to	TO
altman-building-2020	212	15	predict	predict	VB
altman-building-2020	212	16	their	-PRON-	PRP$
altman-building-2020	212	17	impact	impact	NN
altman-building-2020	212	18	on	on	IN
altman-building-2020	212	19	the	the	DT
altman-building-2020	212	20	final	final	JJ
altman-building-2020	212	21	outcome	outcome	NN
altman-building-2020	212	22	.	.	.
altman-building-2020	213	1	The	the	DT
altman-building-2020	213	2	better	well	RBR
altman-building-2020	213	3	you	-PRON-	PRP
altman-building-2020	213	4	understand	understand	VBP
altman-building-2020	213	5	hyperparameters	hyperparameter	NNS
altman-building-2020	213	6	and	and	CC
altman-building-2020	213	7	their	-PRON-	PRP$
altman-building-2020	213	8	roles	role	NNS
altman-building-2020	213	9	in	in	IN
altman-building-2020	213	10	the	the	DT
altman-building-2020	213	11	ML	ML	NNP
altman-building-2020	213	12	process	process	NN
altman-building-2020	213	13	,	,	,
altman-building-2020	213	14	the	the	DT
altman-building-2020	213	15	more	more	RBR
altman-building-2020	213	16	likely	likely	JJ
altman-building-2020	213	17	you	-PRON-	PRP
altman-building-2020	213	18	are	be	VBP
altman-building-2020	213	19	to	to	TO
altman-building-2020	213	20	make	make	VB
altman-building-2020	213	21	reasonable	reasonable	JJ
altman-building-2020	213	22	guesses	guess	NNS
altman-building-2020	213	23	and	and	CC
altman-building-2020	213	24	adjustments	adjustment	NNS
altman-building-2020	213	25	—	—	:
altman-building-2020	213	26	though	though	IN
altman-building-2020	213	27	you	-PRON-	PRP
altman-building-2020	213	28	should	should	MD
altman-building-2020	213	29	always	always	RB
altman-building-2020	213	30	be	be	VB
altman-building-2020	213	31	prepared	prepare	VBN
altman-building-2020	213	32	for	for	IN
altman-building-2020	213	33	a	a	DT
altman-building-2020	213	34	surprise	surprise	NN
altman-building-2020	213	35	.	.	.
altman-building-2020	214	1	·	·	NFP
altman-building-2020	214	2	Can	Can	MD
altman-building-2020	214	3	you	-PRON-	PRP
altman-building-2020	214	4	explain	explain	VB
altman-building-2020	214	5	how	how	WRB
altman-building-2020	214	6	this	this	DT
altman-building-2020	214	7	algorithm	algorithm	NN
altman-building-2020	214	8	works	work	VBZ
altman-building-2020	214	9	to	to	IN
altman-building-2020	214	10	a	a	DT
altman-building-2020	214	11	lay	lie	VBN
altman-building-2020	214	12	person	person	NN
altman-building-2020	214	13	and	and	CC
altman-building-2020	214	14	why	why	WRB
altman-building-2020	214	15	it	-PRON-	PRP
altman-building-2020	214	16	’s	’	VBZ
altman-building-2020	214	17	beneficial	beneficial	JJ
altman-building-2020	214	18	to	to	IN
altman-building-2020	214	19	the	the	DT
altman-building-2020	214	20	project	project	NN
altman-building-2020	214	21	?	?	.
altman-building-2020	215	1	There	there	EX
altman-building-2020	215	2	are	be	VBP
altman-building-2020	215	3	two	two	CD
altman-building-2020	215	4	benefits	benefit	NNS
altman-building-2020	215	5	to	to	TO
altman-building-2020	215	6	articulating	articulate	VBG
altman-building-2020	215	7	a	a	DT
altman-building-2020	215	8	response	response	NN
altman-building-2020	215	9	to	to	IN
altman-building-2020	215	10	this	this	DT
altman-building-2020	215	11	question	question	NN
altman-building-2020	215	12	.	.	.
altman-building-2020	216	1	First	first	RB
altman-building-2020	216	2	,	,	,
altman-building-2020	216	3	it	-PRON-	PRP
altman-building-2020	216	4	ensures	ensure	VBZ
altman-building-2020	216	5	that	that	IN
altman-building-2020	216	6	you	-PRON-	PRP
altman-building-2020	216	7	really	really	RB
altman-building-2020	216	8	understand	understand	VBP
altman-building-2020	216	9	the	the	DT
altman-building-2020	216	10	algorithm	algorithm	NNP
altman-building-2020	216	11	yourself	-PRON-	PRP
altman-building-2020	216	12	.	.	.
altman-building-2020	217	1	And	and	CC
altman-building-2020	217	2	second	second	RB
altman-building-2020	217	3	,	,	,
altman-building-2020	217	4	you	-PRON-	PRP
altman-building-2020	217	5	will	will	MD
altman-building-2020	217	6	likely	likely	RB
altman-building-2020	217	7	be	be	VB
altman-building-2020	217	8	called	call	VBN
altman-building-2020	217	9	on	on	RP
altman-building-2020	217	10	to	to	TO
altman-building-2020	217	11	give	give	VB
altman-building-2020	217	12	this	this	DT
altman-building-2020	217	13	explanation	explanation	NN
altman-building-2020	217	14	to	to	IN
altman-building-2020	217	15	co	co	NN
altman-building-2020	217	16	-	-	NNS
altman-building-2020	217	17	collaborators	collaborator	NNS
altman-building-2020	217	18	and	and	CC
altman-building-2020	217	19	other	other	JJ
altman-building-2020	217	20	stakeholders	stakeholder	NNS
altman-building-2020	217	21	.	.	.
altman-building-2020	218	1	A	a	DT
altman-building-2020	218	2	good	good	JJ
altman-building-2020	218	3	explanation	explanation	NN
altman-building-2020	218	4	will	will	MD
altman-building-2020	218	5	build	build	VB
altman-building-2020	218	6	excitement	excitement	NN
altman-building-2020	218	7	around	around	IN
altman-building-2020	218	8	the	the	DT
altman-building-2020	218	9	project	project	NN
altman-building-2020	218	10	,	,	,
altman-building-2020	218	11	while	while	IN
altman-building-2020	218	12	a	a	DT
altman-building-2020	218	13	befuddling	befuddle	VBG
altman-building-2020	218	14	one	one	PRP
altman-building-2020	218	15	could	could	MD
altman-building-2020	218	16	sow	sow	VB
altman-building-2020	218	17	doubt	doubt	NN
altman-building-2020	218	18	or	or	CC
altman-building-2020	218	19	disinterest	disinterest	NN
altman-building-2020	218	20	.	.	.
altman-building-2020	219	1	It	-PRON-	PRP
altman-building-2020	219	2	can	can	MD
altman-building-2020	219	3	be	be	VB
altman-building-2020	219	4	difficult	difficult	JJ
altman-building-2020	219	5	to	to	TO
altman-building-2020	219	6	strike	strike	VB
altman-building-2020	219	7	a	a	DT
altman-building-2020	219	8	balance	balance	NN
altman-building-2020	219	9	between	between	IN
altman-building-2020	219	10	general	general	JJ
altman-building-2020	219	11	summary	summary	NN
altman-building-2020	219	12	and	and	CC
altman-building-2020	219	13	technical	technical	JJ
altman-building-2020	219	14	equations	equation	NNS
altman-building-2020	219	15	,	,	,
altman-building-2020	219	16	since	since	IN
altman-building-2020	219	17	your	-PRON-	PRP$
altman-building-2020	219	18	stakeholders	stakeholder	NNS
altman-building-2020	219	19	will	will	MD
altman-building-2020	219	20	likely	likely	RB
altman-building-2020	219	21	include	include	VB
altman-building-2020	219	22	people	people	NNS
altman-building-2020	219	23	with	with	IN
altman-building-2020	219	24	diverse	diverse	JJ
altman-building-2020	219	25	backgrounds	background	NNS
altman-building-2020	219	26	,	,	,
altman-building-2020	219	27	so	so	RB
altman-building-2020	219	28	do	do	VB
altman-building-2020	219	29	your	-PRON-	PRP$
altman-building-2020	219	30	best	good	JJS
altman-building-2020	219	31	and	and	CC
altman-building-2020	219	32	look	look	VB
altman-building-2020	219	33	for	for	IN
altman-building-2020	219	34	opportunities	opportunity	NNS
altman-building-2020	219	35	for	for	IN
altman-building-2020	219	36	people	people	NNS
altman-building-2020	219	37	with	with	IN
altman-building-2020	219	38	different	different	JJ
altman-building-2020	219	39	expertises	expertise	NNS
altman-building-2020	219	40	to	to	TO
altman-building-2020	219	41	help	help	VB
altman-building-2020	219	42	refine	refine	VB
altman-building-2020	219	43	your	-PRON-	PRP$
altman-building-2020	219	44	team	team	NN
altman-building-2020	219	45	’s	’s	POS
altman-building-2020	219	46	understanding	understanding	NN
altman-building-2020	219	47	of	of	IN
altman-building-2020	219	48	the	the	DT
altman-building-2020	219	49	algorithm	algorithm	NN
altman-building-2020	219	50	.	.	.
altman-building-2020	220	1	Learning	learn	VBG
altman-building-2020	220	2	more	more	JJR
altman-building-2020	220	3	about	about	IN
altman-building-2020	220	4	the	the	DT
altman-building-2020	220	5	underlying	underlie	VBG
altman-building-2020	220	6	math	math	NN
altman-building-2020	220	7	can	can	MD
altman-building-2020	220	8	help	help	VB
altman-building-2020	220	9	you	-PRON-	PRP
altman-building-2020	220	10	make	make	VB
altman-building-2020	220	11	better	well	JJR
altman-building-2020	220	12	,	,	,
altman-building-2020	220	13	more	more	RBR
altman-building-2020	220	14	nuanced	nuanced	JJ
altman-building-2020	220	15	decisions	decision	NNS
altman-building-2020	220	16	about	about	IN
altman-building-2020	220	17	how	how	WRB
altman-building-2020	220	18	to	to	TO
altman-building-2020	220	19	deploy	deploy	VB
altman-building-2020	220	20	the	the	DT
altman-building-2020	220	21	algorithm	algorithm	NN
altman-building-2020	220	22	,	,	,
altman-building-2020	220	23	and	and	CC
altman-building-2020	220	24	is	be	VBZ
altman-building-2020	220	25	fascinating	fascinating	JJ
altman-building-2020	220	26	in	in	IN
altman-building-2020	220	27	its	-PRON-	PRP$
altman-building-2020	220	28	own	own	JJ
altman-building-2020	220	29	right	right	NN
altman-building-2020	220	30	—	—	:
altman-building-2020	220	31	but	but	CC
altman-building-2020	220	32	in	in	IN
altman-building-2020	220	33	most	most	JJS
altman-building-2020	220	34	cases	case	NNS
altman-building-2020	220	35	I	-PRON-	PRP
altman-building-2020	220	36	have	have	VBP
altman-building-2020	220	37	found	find	VBN
altman-building-2020	220	38	that	that	IN
altman-building-2020	220	39	the	the	DT
altman-building-2020	220	40	above	above	JJ
altman-building-2020	220	41	three	three	CD
altman-building-2020	220	42	questions	question	NNS
altman-building-2020	220	43	provide	provide	VBP
altman-building-2020	220	44	a	a	DT
altman-building-2020	220	45	solid	solid	JJ
altman-building-2020	220	46	foundation	foundation	NN
altman-building-2020	220	47	for	for	IN
altman-building-2020	220	48	machine	machine	NN
altman-building-2020	220	49	learning	learn	VBG
altman-building-2020	220	50	research	research	NN
altman-building-2020	220	51	.	.	.
altman-building-2020	221	1	Tool	tool	NN
altman-building-2020	221	2	selection	selection	NN
altman-building-2020	221	3	Tool	tool	NN
altman-building-2020	221	4	selection	selection	NN
altman-building-2020	221	5	is	be	VBZ
altman-building-2020	221	6	an	an	DT
altman-building-2020	221	7	important	important	JJ
altman-building-2020	221	8	part	part	NN
altman-building-2020	221	9	of	of	IN
altman-building-2020	221	10	your	-PRON-	PRP$
altman-building-2020	221	11	process	process	NN
altman-building-2020	221	12	and	and	CC
altman-building-2020	221	13	should	should	MD
altman-building-2020	221	14	be	be	VB
altman-building-2020	221	15	approached	approach	VBN
altman-building-2020	221	16	thoughtfully	thoughtfully	RB
altman-building-2020	221	17	.	.	.
altman-building-2020	222	1	A	a	DT
altman-building-2020	222	2	good	good	JJ
altman-building-2020	222	3	approach	approach	NN
altman-building-2020	222	4	is	be	VBZ
altman-building-2020	222	5	to	to	TO
altman-building-2020	222	6	articulate	articulate	VB
altman-building-2020	222	7	and	and	CC
altman-building-2020	222	8	prioritize	prioritize	VB
altman-building-2020	222	9	the	the	DT
altman-building-2020	222	10	needs	need	NNS
altman-building-2020	222	11	of	of	IN
altman-building-2020	222	12	your	-PRON-	PRP$
altman-building-2020	222	13	team	team	NN
altman-building-2020	222	14	,	,	,
altman-building-2020	222	15	and	and	CC
altman-building-2020	222	16	make	make	VB
altman-building-2020	222	17	selections	selection	NNS
altman-building-2020	222	18	that	that	WDT
altman-building-2020	222	19	meet	meet	VBP
altman-building-2020	222	20	these	these	DT
altman-building-2020	222	21	needs	need	NNS
altman-building-2020	222	22	.	.	.
altman-building-2020	223	1	I	-PRON-	PRP
altman-building-2020	223	2	’ve	have	VB
altman-building-2020	223	3	listed	list	VBN
altman-building-2020	223	4	some	some	DT
altman-building-2020	223	5	possible	possible	JJ
altman-building-2020	223	6	questions	question	NNS
altman-building-2020	223	7	for	for	IN
altman-building-2020	223	8	consideration	consideration	NN
altman-building-2020	223	9	below	below	IN
altman-building-2020	223	10	,	,	,
altman-building-2020	223	11	many	many	JJ
altman-building-2020	223	12	of	of	IN
altman-building-2020	223	13	which	which	WDT
altman-building-2020	223	14	you	-PRON-	PRP
altman-building-2020	223	15	will	will	MD
altman-building-2020	223	16	recognize	recognize	VB
altman-building-2020	223	17	as	as	IN
altman-building-2020	223	18	general	general	JJ
altman-building-2020	223	19	concerns	concern	NNS
altman-building-2020	223	20	for	for	IN
altman-building-2020	223	21	any	any	DT
altman-building-2020	223	22	tool	tool	NN
altman-building-2020	223	23	selection	selection	NN
altman-building-2020	223	24	process	process	NN
altman-building-2020	223	25	.	.	.
altman-building-2020	224	1	·	·	NFP
altman-building-2020	224	2	What	what	WDT
altman-building-2020	224	3	sorts	sort	NNS
altman-building-2020	224	4	of	of	IN
altman-building-2020	224	5	features	feature	NNS
altman-building-2020	224	6	and	and	CC
altman-building-2020	224	7	interfaces	interface	NNS
altman-building-2020	224	8	do	do	VBP
altman-building-2020	224	9	they	-PRON-	PRP
altman-building-2020	224	10	offer	offer	VB
altman-building-2020	224	11	?	?	.
altman-building-2020	225	1	If	if	IN
altman-building-2020	225	2	you	-PRON-	PRP
altman-building-2020	225	3	require	require	VBP
altman-building-2020	225	4	a	a	DT
altman-building-2020	225	5	specific	specific	JJ
altman-building-2020	225	6	algorithm	algorithm	NN
altman-building-2020	225	7	,	,	,
altman-building-2020	225	8	the	the	DT
altman-building-2020	225	9	ability	ability	NN
altman-building-2020	225	10	to	to	TO
altman-building-2020	225	11	make	make	VB
altman-building-2020	225	12	data	datum	NNS
altman-building-2020	225	13	visualizations	visualization	NNS
altman-building-2020	225	14	,	,	,
altman-building-2020	225	15	or	or	CC
altman-building-2020	225	16	query	query	NN
altman-building-2020	225	17	interfaces	interface	NNS
altman-building-2020	225	18	,	,	,
altman-building-2020	225	19	you	-PRON-	PRP
altman-building-2020	225	20	can	can	MD
altman-building-2020	225	21	find	find	VB
altman-building-2020	225	22	tools	tool	NNS
altman-building-2020	225	23	to	to	TO
altman-building-2020	225	24	meet	meet	VB
altman-building-2020	225	25	these	these	DT
altman-building-2020	225	26	specific	specific	JJ
altman-building-2020	225	27	needs	need	NNS
altman-building-2020	225	28	.	.	.
altman-building-2020	226	1	·	·	NFP
altman-building-2020	226	2	How	how	WRB
altman-building-2020	226	3	well	well	RB
altman-building-2020	226	4	do	do	VBP
altman-building-2020	226	5	tools	tool	NNS
altman-building-2020	226	6	interoperate	interoperate	VB
altman-building-2020	226	7	with	with	IN
altman-building-2020	226	8	one	one	CD
altman-building-2020	226	9	another	another	DT
altman-building-2020	226	10	,	,	,
altman-building-2020	226	11	or	or	CC
altman-building-2020	226	12	with	with	IN
altman-building-2020	226	13	other	other	JJ
altman-building-2020	226	14	parts	part	NNS
altman-building-2020	226	15	of	of	IN
altman-building-2020	226	16	your	-PRON-	PRP$
altman-building-2020	226	17	existing	exist	VBG
altman-building-2020	226	18	systems	system	NNS
altman-building-2020	226	19	?	?	.
altman-building-2020	227	1	One	one	CD
altman-building-2020	227	2	of	of	IN
altman-building-2020	227	3	the	the	DT
altman-building-2020	227	4	advantages	advantage	NNS
altman-building-2020	227	5	of	of	IN
altman-building-2020	227	6	a	a	DT
altman-building-2020	227	7	well	well	RB
altman-building-2020	227	8	-	-	HYPH
altman-building-2020	227	9	designed	design	VBN
altman-building-2020	227	10	pipeline	pipeline	NN
altman-building-2020	227	11	is	be	VBZ
altman-building-2020	227	12	that	that	IN
altman-building-2020	227	13	it	-PRON-	PRP
altman-building-2020	227	14	will	will	MD
altman-building-2020	227	15	enable	enable	VB
altman-building-2020	227	16	you	-PRON-	PRP
altman-building-2020	227	17	to	to	TO
altman-building-2020	227	18	swap	swap	VB
altman-building-2020	227	19	out	out	RP
altman-building-2020	227	20	software	software	NN
altman-building-2020	227	21	components	component	NNS
altman-building-2020	227	22	if	if	IN
altman-building-2020	227	23	the	the	DT
altman-building-2020	227	24	need	need	NN
altman-building-2020	227	25	arises	arise	VBZ
altman-building-2020	227	26	.	.	.
altman-building-2020	228	1	For	for	IN
altman-building-2020	228	2	example	example	NN
altman-building-2020	228	3	,	,	,
altman-building-2020	228	4	if	if	IN
altman-building-2020	228	5	your	-PRON-	PRP$
altman-building-2020	228	6	data	data	NN
altman-building-2020	228	7	is	be	VBZ
altman-building-2020	228	8	in	in	IN
altman-building-2020	228	9	a	a	DT
altman-building-2020	228	10	format	format	NN
altman-building-2020	228	11	that	that	WDT
altman-building-2020	228	12	is	be	VBZ
altman-building-2020	228	13	interoperable	interoperable	JJ
altman-building-2020	228	14	with	with	IN
altman-building-2020	228	15	many	many	JJ
altman-building-2020	228	16	systems	system	NNS
altman-building-2020	228	17	,	,	,
altman-building-2020	228	18	it	-PRON-	PRP
altman-building-2020	228	19	frees	free	VBZ
altman-building-2020	228	20	you	-PRON-	PRP
altman-building-2020	228	21	from	from	IN
altman-building-2020	228	22	being	be	VBG
altman-building-2020	228	23	tied	tie	VBN
altman-building-2020	228	24	down	down	RP
altman-building-2020	228	25	to	to	IN
altman-building-2020	228	26	any	any	DT
altman-building-2020	228	27	specific	specific	JJ
altman-building-2020	228	28	tool	tool	NN
altman-building-2020	228	29	.	.	.
altman-building-2020	229	1	·	·	NFP
altman-building-2020	229	2	How	how	WRB
altman-building-2020	229	3	do	do	VBP
altman-building-2020	229	4	the	the	DT
altman-building-2020	229	5	tools	tool	NNS
altman-building-2020	229	6	align	align	VB
altman-building-2020	229	7	with	with	IN
altman-building-2020	229	8	the	the	DT
altman-building-2020	229	9	skill	skill	NN
altman-building-2020	229	10	sets	set	NNS
altman-building-2020	229	11	and	and	CC
altman-building-2020	229	12	comfort	comfort	NN
altman-building-2020	229	13	levels	level	NNS
altman-building-2020	229	14	of	of	IN
altman-building-2020	229	15	your	-PRON-	PRP$
altman-building-2020	229	16	team	team	NN
altman-building-2020	229	17	?	?	.
altman-building-2020	230	1	For	for	IN
altman-building-2020	230	2	example	example	NN
altman-building-2020	230	3	,	,	,
altman-building-2020	230	4	consider	consider	VB
altman-building-2020	230	5	what	what	WP
altman-building-2020	230	6	coding	coding	NN
altman-building-2020	230	7	languages	language	NNS
altman-building-2020	230	8	your	-PRON-	PRP$
altman-building-2020	230	9	collaborators	collaborator	NNS
altman-building-2020	230	10	know	know	VB
altman-building-2020	230	11	,	,	,
altman-building-2020	230	12	and	and	CC
altman-building-2020	230	13	whether	whether	IN
altman-building-2020	230	14	or	or	CC
altman-building-2020	230	15	not	not	RB
altman-building-2020	230	16	they	-PRON-	PRP
altman-building-2020	230	17	have	have	VBP
altman-building-2020	230	18	the	the	DT
altman-building-2020	230	19	capacity	capacity	NN
altman-building-2020	230	20	to	to	TO
altman-building-2020	230	21	learn	learn	VB
altman-building-2020	230	22	a	a	DT
altman-building-2020	230	23	new	new	JJ
altman-building-2020	230	24	one	one	NN
altman-building-2020	230	25	.	.	.
altman-building-2020	231	1	If	if	IN
altman-building-2020	231	2	you	-PRON-	PRP
altman-building-2020	231	3	have	have	VBP
altman-building-2020	231	4	someone	someone	NN
altman-building-2020	231	5	who	who	WP
altman-building-2020	231	6	is	be	VBZ
altman-building-2020	231	7	already	already	RB
altman-building-2020	231	8	a	a	DT
altman-building-2020	231	9	wiz	wiz	NN
altman-building-2020	231	10	with	with	IN
altman-building-2020	231	11	a	a	DT
altman-building-2020	231	12	preferred	preferred	JJ
altman-building-2020	231	13	spreadsheet	spreadsheet	NN
altman-building-2020	231	14	program	program	NN
altman-building-2020	231	15	,	,	,
altman-building-2020	231	16	see	see	VB
altman-building-2020	231	17	if	if	IN
altman-building-2020	231	18	you	-PRON-	PRP
altman-building-2020	231	19	can	can	MD
altman-building-2020	231	20	export	export	VB
altman-building-2020	231	21	data	datum	NNS
altman-building-2020	231	22	into	into	IN
altman-building-2020	231	23	a	a	DT
altman-building-2020	231	24	compatible	compatible	JJ
altman-building-2020	231	25	file	file	NN
altman-building-2020	231	26	format	format	NN
altman-building-2020	231	27	.	.	.
altman-building-2020	232	1	·	·	NFP
altman-building-2020	232	2	Are	be	VBP
altman-building-2020	232	3	the	the	DT
altman-building-2020	232	4	tools	tool	NNS
altman-building-2020	232	5	stable	stable	JJ
altman-building-2020	232	6	,	,	,
altman-building-2020	232	7	well	well	RB
altman-building-2020	232	8	-	-	HYPH
altman-building-2020	232	9	documented	document	VBN
altman-building-2020	232	10	,	,	,
altman-building-2020	232	11	and	and	CC
altman-building-2020	232	12	well	well	RB
altman-building-2020	232	13	-	-	HYPH
altman-building-2020	232	14	supported	support	VBN
altman-building-2020	232	15	?	?	.
altman-building-2020	233	1	Machine	machine	NN
altman-building-2020	233	2	learning	learning	NN
altman-building-2020	233	3	is	be	VBZ
altman-building-2020	233	4	a	a	DT
altman-building-2020	233	5	fast	fast	RB
altman-building-2020	233	6	-	-	HYPH
altman-building-2020	233	7	changing	change	VBG
altman-building-2020	233	8	field	field	NN
altman-building-2020	233	9	,	,	,
altman-building-2020	233	10	with	with	IN
altman-building-2020	233	11	new	new	JJ
altman-building-2020	233	12	algorithms	algorithm	NNS
altman-building-2020	233	13	,	,	,
altman-building-2020	233	14	services	service	NNS
altman-building-2020	233	15	,	,	,
altman-building-2020	233	16	and	and	CC
altman-building-2020	233	17	software	software	NN
altman-building-2020	233	18	features	feature	NNS
altman-building-2020	233	19	being	be	VBG
altman-building-2020	233	20	developed	develop	VBN
altman-building-2020	233	21	all	all	PDT
altman-building-2020	233	22	the	the	DT
altman-building-2020	233	23	time	time	NN
altman-building-2020	233	24	.	.	.
altman-building-2020	234	1	Something	something	NN
altman-building-2020	234	2	new	new	JJ
altman-building-2020	234	3	and	and	CC
altman-building-2020	234	4	exciting	exciting	JJ
altman-building-2020	234	5	that	that	WDT
altman-building-2020	234	6	has	have	VBZ
altman-building-2020	234	7	n’t	not	RB
altman-building-2020	234	8	yet	yet	RB
altman-building-2020	234	9	been	be	VBN
altman-building-2020	234	10	road	road	NN
altman-building-2020	234	11	-	-	HYPH
altman-building-2020	234	12	tested	test	VBN
altman-building-2020	234	13	may	may	MD
altman-building-2020	234	14	not	not	RB
altman-building-2020	234	15	be	be	VB
altman-building-2020	234	16	worth	worth	JJ
altman-building-2020	234	17	the	the	DT
altman-building-2020	234	18	risk	risk	NN
altman-building-2020	234	19	if	if	IN
altman-building-2020	234	20	there	there	EX
altman-building-2020	234	21	is	be	VBZ
altman-building-2020	234	22	a	a	DT
altman-building-2020	234	23	more	more	RBR
altman-building-2020	234	24	dependable	dependable	JJ
altman-building-2020	234	25	alternative	alternative	NN
altman-building-2020	234	26	.	.	.
altman-building-2020	235	1	Furthermore	furthermore	RB
altman-building-2020	235	2	,	,	,
altman-building-2020	235	3	there	there	EX
altman-building-2020	235	4	tends	tend	VBZ
altman-building-2020	235	5	to	to	TO
altman-building-2020	235	6	be	be	VB
altman-building-2020	235	7	more	more	JJR
altman-building-2020	235	8	scholarship	scholarship	NN
altman-building-2020	235	9	,	,	,
altman-building-2020	235	10	documented	document	VBN
altman-building-2020	235	11	use	use	NN
altman-building-2020	235	12	cases	case	NNS
altman-building-2020	235	13	,	,	,
altman-building-2020	235	14	and	and	CC
altman-building-2020	235	15	tutorials	tutorial	NNS
altman-building-2020	235	16	for	for	IN
altman-building-2020	235	17	older	old	JJR
altman-building-2020	235	18	,	,	,
altman-building-2020	235	19	more	more	RBR
altman-building-2020	235	20	widely	widely	RB
altman-building-2020	235	21	-	-	HYPH
altman-building-2020	235	22	adopted	adopt	VBN
altman-building-2020	235	23	tools	tool	NNS
altman-building-2020	235	24	.	.	.
altman-building-2020	236	1	·	·	NFP
altman-building-2020	236	2	Are	be	VBP
altman-building-2020	236	3	you	-PRON-	PRP
altman-building-2020	236	4	concerned	concerned	JJ
altman-building-2020	236	5	about	about	IN
altman-building-2020	236	6	speed	speed	NN
altman-building-2020	236	7	and	and	CC
altman-building-2020	236	8	scale	scale	NN
altman-building-2020	236	9	?	?	.
altman-building-2020	237	1	Do	do	VBP
altman-building-2020	237	2	n’t	not	RB
altman-building-2020	237	3	get	get	VB
altman-building-2020	237	4	bogged	bogge	VBN
altman-building-2020	237	5	down	down	RP
altman-building-2020	237	6	with	with	IN
altman-building-2020	237	7	these	these	DT
altman-building-2020	237	8	considerations	consideration	NNS
altman-building-2020	237	9	if	if	IN
altman-building-2020	237	10	you	-PRON-	PRP
altman-building-2020	237	11	’re	be	VBZ
altman-building-2020	237	12	just	just	RB
altman-building-2020	237	13	trying	try	VBG
altman-building-2020	237	14	to	to	TO
altman-building-2020	237	15	get	get	VB
altman-building-2020	237	16	a	a	DT
altman-building-2020	237	17	working	working	NN
altman-building-2020	237	18	pilot	pilot	NN
altman-building-2020	237	19	off	off	IN
altman-building-2020	237	20	the	the	DT
altman-building-2020	237	21	ground	ground	NN
altman-building-2020	237	22	,	,	,
altman-building-2020	237	23	but	but	CC
altman-building-2020	237	24	it	-PRON-	PRP
altman-building-2020	237	25	can	can	MD
altman-building-2020	237	26	help	help	VB
altman-building-2020	237	27	to	to	IN
altman-building-2020	237	28	at	at	IN
altman-building-2020	237	29	least	least	JJS
altman-building-2020	237	30	be	be	VB
altman-building-2020	237	31	aware	aware	JJ
altman-building-2020	237	32	of	of	IN
altman-building-2020	237	33	how	how	WRB
altman-building-2020	237	34	problems	problem	NNS
altman-building-2020	237	35	are	be	VBP
altman-building-2020	237	36	likely	likely	JJ
altman-building-2020	237	37	to	to	TO
altman-building-2020	237	38	manifest	manifest	VB
altman-building-2020	237	39	as	as	IN
altman-building-2020	237	40	your	-PRON-	PRP$
altman-building-2020	237	41	volume	volume	NN
altman-building-2020	237	42	of	of	IN
altman-building-2020	237	43	data	datum	NNS
altman-building-2020	237	44	increases	increase	NNS
altman-building-2020	237	45	,	,	,
altman-building-2020	237	46	or	or	CC
altman-building-2020	237	47	as	as	IN
altman-building-2020	237	48	you	-PRON-	PRP
altman-building-2020	237	49	integrate	integrate	VBP
altman-building-2020	237	50	into	into	IN
altman-building-2020	237	51	time	time	NN
altman-building-2020	237	52	-	-	HYPH
altman-building-2020	237	53	sensitive	sensitive	JJ
altman-building-2020	237	54	workflows	workflow	NNS
altman-building-2020	237	55	.	.	.
altman-building-2020	238	1	You	-PRON-	PRP
altman-building-2020	238	2	and	and	CC
altman-building-2020	238	3	your	-PRON-	PRP$
altman-building-2020	238	4	team	team	NN
altman-building-2020	238	5	can	can	MD
altman-building-2020	238	6	work	work	VB
altman-building-2020	238	7	through	through	IN
altman-building-2020	238	8	these	these	DT
altman-building-2020	238	9	questions	question	NNS
altman-building-2020	238	10	and	and	CC
altman-building-2020	238	11	articulate	articulate	VB
altman-building-2020	238	12	additional	additional	JJ
altman-building-2020	238	13	requirements	requirement	NNS
altman-building-2020	238	14	relevant	relevant	JJ
altman-building-2020	238	15	to	to	IN
altman-building-2020	238	16	your	-PRON-	PRP$
altman-building-2020	238	17	specific	specific	JJ
altman-building-2020	238	18	context	context	NN
altman-building-2020	238	19	.	.	.
altman-building-2020	239	1	Scaling	scale	VBG
altman-building-2020	239	2	up	up	RP
altman-building-2020	239	3	Scaling	scale	VBG
altman-building-2020	239	4	up	up	RP
altman-building-2020	239	5	in	in	IN
altman-building-2020	239	6	machine	machine	NN
altman-building-2020	239	7	learning	learning	NN
altman-building-2020	239	8	generally	generally	RB
altman-building-2020	239	9	means	mean	VBZ
altman-building-2020	239	10	that	that	IN
altman-building-2020	239	11	you	-PRON-	PRP
altman-building-2020	239	12	need	need	VBP
altman-building-2020	239	13	to	to	TO
altman-building-2020	239	14	work	work	VB
altman-building-2020	239	15	with	with	IN
altman-building-2020	239	16	a	a	DT
altman-building-2020	239	17	larger	large	JJR
altman-building-2020	239	18	volume	volume	NN
altman-building-2020	239	19	of	of	IN
altman-building-2020	239	20	data	datum	NNS
altman-building-2020	239	21	,	,	,
altman-building-2020	239	22	or	or	CC
altman-building-2020	239	23	that	that	IN
altman-building-2020	239	24	you	-PRON-	PRP
altman-building-2020	239	25	need	need	VBP
altman-building-2020	239	26	processes	process	NNS
altman-building-2020	239	27	to	to	TO
altman-building-2020	239	28	execute	execute	VB
altman-building-2020	239	29	faster	fast	RBR
altman-building-2020	239	30	.	.	.
altman-building-2020	240	1	Recent	recent	JJ
altman-building-2020	240	2	advances	advance	NNS
altman-building-2020	240	3	in	in	IN
altman-building-2020	240	4	hardware	hardware	NN
altman-building-2020	240	5	and	and	CC
altman-building-2020	240	6	software	software	NN
altman-building-2020	240	7	make	make	VBP
altman-building-2020	240	8	the	the	DT
altman-building-2020	240	9	execution	execution	NN
altman-building-2020	240	10	of	of	IN
altman-building-2020	240	11	complex	complex	JJ
altman-building-2020	240	12	computations	computation	NNS
altman-building-2020	240	13	magnitudes	magnitude	NNS
altman-building-2020	240	14	faster	fast	RBR
altman-building-2020	240	15	and	and	CC
altman-building-2020	240	16	more	more	RBR
altman-building-2020	240	17	efficient	efficient	JJ
altman-building-2020	240	18	than	than	IN
altman-building-2020	240	19	they	-PRON-	PRP
altman-building-2020	240	20	were	be	VBD
altman-building-2020	240	21	even	even	RB
altman-building-2020	240	22	a	a	DT
altman-building-2020	240	23	decade	decade	NN
altman-building-2020	240	24	ago	ago	RB
altman-building-2020	240	25	,	,	,
altman-building-2020	240	26	and	and	CC
altman-building-2020	240	27	you	-PRON-	PRP
altman-building-2020	240	28	can	can	MD
altman-building-2020	240	29	often	often	RB
altman-building-2020	240	30	achieve	achieve	VB
altman-building-2020	240	31	quite	quite	PDT
altman-building-2020	240	32	a	a	DT
altman-building-2020	240	33	bit	bit	NN
altman-building-2020	240	34	by	by	IN
altman-building-2020	240	35	working	work	VBG
altman-building-2020	240	36	on	on	IN
altman-building-2020	240	37	a	a	DT
altman-building-2020	240	38	personal	personal	JJ
altman-building-2020	240	39	computer	computer	NN
altman-building-2020	240	40	.	.	.
altman-building-2020	241	1	Yet	yet	RB
altman-building-2020	241	2	,	,	,
altman-building-2020	241	3	time	time	NN
altman-building-2020	241	4	is	be	VBZ
altman-building-2020	241	5	valuable	valuable	JJ
altman-building-2020	241	6	,	,	,
altman-building-2020	241	7	and	and	CC
altman-building-2020	241	8	it	-PRON-	PRP
altman-building-2020	241	9	can	can	MD
altman-building-2020	241	10	be	be	VB
altman-building-2020	241	11	difficult	difficult	JJ
altman-building-2020	241	12	to	to	TO
altman-building-2020	241	13	iterate	iterate	VB
altman-building-2020	241	14	and	and	CC
altman-building-2020	241	15	experiment	experiment	VB
altman-building-2020	241	16	effectively	effectively	RB
altman-building-2020	241	17	when	when	WRB
altman-building-2020	241	18	individual	individual	JJ
altman-building-2020	241	19	processes	process	NNS
altman-building-2020	241	20	take	take	VBP
altman-building-2020	241	21	too	too	RB
altman-building-2020	241	22	long	long	JJ
altman-building-2020	241	23	to	to	TO
altman-building-2020	241	24	execute	execute	VB
altman-building-2020	241	25	.	.	.
altman-building-2020	242	1	There	there	EX
altman-building-2020	242	2	are	be	VBP
altman-building-2020	242	3	many	many	JJ
altman-building-2020	242	4	ML	ML	NNP
altman-building-2020	242	5	software	software	NN
altman-building-2020	242	6	packages	package	NNS
altman-building-2020	242	7	that	that	WDT
altman-building-2020	242	8	can	can	MD
altman-building-2020	242	9	help	help	VB
altman-building-2020	242	10	you	-PRON-	PRP
altman-building-2020	242	11	make	make	VB
altman-building-2020	242	12	efficient	efficient	JJ
altman-building-2020	242	13	use	use	NN
altman-building-2020	242	14	of	of	IN
altman-building-2020	242	15	whatever	whatever	WDT
altman-building-2020	242	16	hardware	hardware	NN
altman-building-2020	242	17	you	-PRON-	PRP
altman-building-2020	242	18	have	have	VBP
altman-building-2020	242	19	,	,	,
altman-building-2020	242	20	including	include	VBG
altman-building-2020	242	21	your	-PRON-	PRP$
altman-building-2020	242	22	personal	personal	JJ
altman-building-2020	242	23	computer	computer	NN
altman-building-2020	242	24	.	.	.
altman-building-2020	243	1	Some	some	DT
altman-building-2020	243	2	examples	example	NNS
altman-building-2020	243	3	at	at	IN
altman-building-2020	243	4	the	the	DT
altman-building-2020	243	5	time	time	NN
altman-building-2020	243	6	of	of	IN
altman-building-2020	243	7	writing	writing	NN
altman-building-2020	243	8	are	be	VBP
altman-building-2020	243	9	Apache	Apache	NNP
altman-building-2020	243	10	Spark	Spark	NNP
altman-building-2020	243	11	,	,	,
altman-building-2020	243	12	TensorFlow	TensorFlow	NNP
altman-building-2020	243	13	,	,	,
altman-building-2020	243	14	Scikit	Scikit	NNP
altman-building-2020	243	15	-	-	HYPH
altman-building-2020	243	16	learn	learn	VB
altman-building-2020	243	17	,	,	,
altman-building-2020	243	18	and	and	CC
altman-building-2020	243	19	Microsoft	Microsoft	NNP
altman-building-2020	243	20	Cognitive	Cognitive	NNP
altman-building-2020	243	21	Toolkit	Toolkit	NNP
altman-building-2020	243	22	,	,	,
altman-building-2020	243	23	each	each	DT
altman-building-2020	243	24	with	with	IN
altman-building-2020	243	25	their	-PRON-	PRP$
altman-building-2020	243	26	own	own	JJ
altman-building-2020	243	27	strengths	strength	NNS
altman-building-2020	243	28	and	and	CC
altman-building-2020	243	29	applications	application	NNS
altman-building-2020	243	30	.	.	.
altman-building-2020	244	1	In	in	IN
altman-building-2020	244	2	addition	addition	NN
altman-building-2020	244	3	to	to	IN
altman-building-2020	244	4	providing	provide	VBG
altman-building-2020	244	5	libraries	library	NNS
altman-building-2020	244	6	for	for	IN
altman-building-2020	244	7	building	building	NN
altman-building-2020	244	8	and	and	CC
altman-building-2020	244	9	testing	testing	NN
altman-building-2020	244	10	models	model	NNS
altman-building-2020	244	11	,	,	,
altman-building-2020	244	12	these	these	DT
altman-building-2020	244	13	software	software	NN
altman-building-2020	244	14	packages	package	NNS
altman-building-2020	244	15	optimize	optimize	VBP
altman-building-2020	244	16	algorithmic	algorithmic	JJ
altman-building-2020	244	17	performance	performance	NN
altman-building-2020	244	18	,	,	,
altman-building-2020	244	19	memory	memory	NN
altman-building-2020	244	20	resources	resource	NNS
altman-building-2020	244	21	,	,	,
altman-building-2020	244	22	data	datum	NNS
altman-building-2020	244	23	throughputs	throughput	NNS
altman-building-2020	244	24	,	,	,
altman-building-2020	244	25	and/or	and/or	CC
altman-building-2020	244	26	parallel	parallel	JJ
altman-building-2020	244	27	computations	computation	NNS
altman-building-2020	244	28	.	.	.
altman-building-2020	245	1	They	-PRON-	PRP
altman-building-2020	245	2	can	can	MD
altman-building-2020	245	3	make	make	VB
altman-building-2020	245	4	a	a	DT
altman-building-2020	245	5	remarkable	remarkable	JJ
altman-building-2020	245	6	difference	difference	NN
altman-building-2020	245	7	in	in	IN
altman-building-2020	245	8	both	both	DT
altman-building-2020	245	9	processing	processing	NN
altman-building-2020	245	10	speed	speed	NN
altman-building-2020	245	11	and	and	CC
altman-building-2020	245	12	the	the	DT
altman-building-2020	245	13	amount	amount	NN
altman-building-2020	245	14	of	of	IN
altman-building-2020	245	15	data	datum	NNS
altman-building-2020	245	16	you	-PRON-	PRP
altman-building-2020	245	17	can	can	MD
altman-building-2020	245	18	comfortably	comfortably	RB
altman-building-2020	245	19	handle	handle	VB
altman-building-2020	245	20	.	.	.
altman-building-2020	246	1	There	there	EX
altman-building-2020	246	2	are	be	VBP
altman-building-2020	246	3	also	also	RB
altman-building-2020	246	4	services	service	NNS
altman-building-2020	246	5	that	that	WDT
altman-building-2020	246	6	allow	allow	VBP
altman-building-2020	246	7	you	-PRON-	PRP
altman-building-2020	246	8	to	to	TO
altman-building-2020	246	9	submit	submit	VB
altman-building-2020	246	10	executable	executable	JJ
altman-building-2020	246	11	code	code	NN
altman-building-2020	246	12	and	and	CC
altman-building-2020	246	13	data	datum	NNS
altman-building-2020	246	14	to	to	IN
altman-building-2020	246	15	the	the	DT
altman-building-2020	246	16	cloud	cloud	NN
altman-building-2020	246	17	for	for	IN
altman-building-2020	246	18	processing	processing	NN
altman-building-2020	246	19	,	,	,
altman-building-2020	246	20	such	such	JJ
altman-building-2020	246	21	as	as	IN
altman-building-2020	246	22	Google	Google	NNP
altman-building-2020	246	23	AI	AI	NNP
altman-building-2020	246	24	Platform	Platform	NNP
altman-building-2020	246	25	.	.	.
altman-building-2020	247	1	Managing	manage	VBG
altman-building-2020	247	2	your	-PRON-	PRP$
altman-building-2020	247	3	own	own	JJ
altman-building-2020	247	4	hardware	hardware	NN
altman-building-2020	247	5	upgrades	upgrade	NNS
altman-building-2020	247	6	is	be	VBZ
altman-building-2020	247	7	not	not	RB
altman-building-2020	247	8	without	without	IN
altman-building-2020	247	9	challenge	challenge	NN
altman-building-2020	247	10	.	.	.
altman-building-2020	248	1	You	-PRON-	PRP
altman-building-2020	248	2	may	may	MD
altman-building-2020	248	3	be	be	VB
altman-building-2020	248	4	lucky	lucky	JJ
altman-building-2020	248	5	enough	enough	RB
altman-building-2020	248	6	to	to	TO
altman-building-2020	248	7	have	have	VB
altman-building-2020	248	8	access	access	NN
altman-building-2020	248	9	to	to	IN
altman-building-2020	248	10	a	a	DT
altman-building-2020	248	11	high	high	RB
altman-building-2020	248	12	-	-	HYPH
altman-building-2020	248	13	powered	power	VBN
altman-building-2020	248	14	computer	computer	NN
altman-building-2020	248	15	capable	capable	JJ
altman-building-2020	248	16	of	of	IN
altman-building-2020	248	17	accelerated	accelerate	VBN
altman-building-2020	248	18	processing	processing	NN
altman-building-2020	248	19	.	.	.
altman-building-2020	249	1	A	a	DT
altman-building-2020	249	2	common	common	JJ
altman-building-2020	249	3	example	example	NN
altman-building-2020	249	4	is	be	VBZ
altman-building-2020	249	5	a	a	DT
altman-building-2020	249	6	computer	computer	NN
altman-building-2020	249	7	with	with	IN
altman-building-2020	249	8	GPUs	gpu	NNS
altman-building-2020	249	9	(	(	-LRB-
altman-building-2020	249	10	graphics	graphic	NNS
altman-building-2020	249	11	processing	processing	NN
altman-building-2020	249	12	units	unit	NNS
altman-building-2020	249	13	)	)	-RRB-
altman-building-2020	249	14	,	,	,
altman-building-2020	249	15	which	which	WDT
altman-building-2020	249	16	break	break	VBP
altman-building-2020	249	17	complex	complex	JJ
altman-building-2020	249	18	processes	process	NNS
altman-building-2020	249	19	into	into	IN
altman-building-2020	249	20	many	many	JJ
altman-building-2020	249	21	small	small	JJ
altman-building-2020	249	22	tasks	task	NNS
altman-building-2020	249	23	and	and	CC
altman-building-2020	249	24	run	run	VB
altman-building-2020	249	25	them	-PRON-	PRP
altman-building-2020	249	26	in	in	IN
altman-building-2020	249	27	parallel	parallel	NN
altman-building-2020	249	28	.	.	.
altman-building-2020	250	1	However	however	RB
altman-building-2020	250	2	,	,	,
altman-building-2020	250	3	these	these	DT
altman-building-2020	250	4	powerful	powerful	JJ
altman-building-2020	250	5	machines	machine	NNS
altman-building-2020	250	6	can	can	MD
altman-building-2020	250	7	be	be	VB
altman-building-2020	250	8	prohibitively	prohibitively	RB
altman-building-2020	250	9	expensive	expensive	JJ
altman-building-2020	250	10	.	.	.
altman-building-2020	251	1	Another	another	DT
altman-building-2020	251	2	scaling	scaling	NN
altman-building-2020	251	3	technique	technique	NN
altman-building-2020	251	4	is	be	VBZ
altman-building-2020	251	5	distributed	distribute	VBN
altman-building-2020	251	6	or	or	CC
altman-building-2020	251	7	cluster	clust	JJR
altman-building-2020	251	8	computing	computing	NN
altman-building-2020	251	9	,	,	,
altman-building-2020	251	10	in	in	IN
altman-building-2020	251	11	which	which	WDT
altman-building-2020	251	12	complex	complex	JJ
altman-building-2020	251	13	processes	process	NNS
altman-building-2020	251	14	are	be	VBP
altman-building-2020	251	15	distributed	distribute	VBN
altman-building-2020	251	16	across	across	IN
altman-building-2020	251	17	multiple	multiple	JJ
altman-building-2020	251	18	computers	computer	NNS
altman-building-2020	251	19	,	,	,
altman-building-2020	251	20	often	often	RB
altman-building-2020	251	21	in	in	IN
altman-building-2020	251	22	the	the	DT
altman-building-2020	251	23	cloud	cloud	NN
altman-building-2020	251	24	.	.	.
altman-building-2020	252	1	A	a	DT
altman-building-2020	252	2	cloud	cloud	NN
altman-building-2020	252	3	cluster	cluster	NN
altman-building-2020	252	4	can	can	MD
altman-building-2020	252	5	bring	bring	VB
altman-building-2020	252	6	significant	significant	JJ
altman-building-2020	252	7	cost	cost	NN
altman-building-2020	252	8	savings	saving	NNS
altman-building-2020	252	9	,	,	,
altman-building-2020	252	10	but	but	CC
altman-building-2020	252	11	managing	manage	VBG
altman-building-2020	252	12	one	one	CD
altman-building-2020	252	13	requires	require	VBZ
altman-building-2020	252	14	specialized	specialized	JJ
altman-building-2020	252	15	knowledge	knowledge	NN
altman-building-2020	252	16	and	and	CC
altman-building-2020	252	17	the	the	DT
altman-building-2020	252	18	learning	learn	VBG
altman-building-2020	252	19	curve	curve	NN
altman-building-2020	252	20	can	can	MD
altman-building-2020	252	21	be	be	VB
altman-building-2020	252	22	rather	rather	RB
altman-building-2020	252	23	steep	steep	JJ
altman-building-2020	252	24	.	.	.
altman-building-2020	253	1	It	-PRON-	PRP
altman-building-2020	253	2	is	be	VBZ
altman-building-2020	253	3	also	also	RB
altman-building-2020	253	4	important	important	JJ
altman-building-2020	253	5	to	to	TO
altman-building-2020	253	6	note	note	VB
altman-building-2020	253	7	that	that	IN
altman-building-2020	253	8	different	different	JJ
altman-building-2020	253	9	algorithms	algorithm	NNS
altman-building-2020	253	10	require	require	VBP
altman-building-2020	253	11	different	different	JJ
altman-building-2020	253	12	scaling	scaling	NN
altman-building-2020	253	13	techniques	technique	NNS
altman-building-2020	253	14	.	.	.
altman-building-2020	254	1	Some	some	DT
altman-building-2020	254	2	clustering	clustering	NN
altman-building-2020	254	3	algorithms	algorithm	NNS
altman-building-2020	254	4	,	,	,
altman-building-2020	254	5	for	for	IN
altman-building-2020	254	6	example	example	NN
altman-building-2020	254	7	,	,	,
altman-building-2020	254	8	scale	scale	NN
altman-building-2020	254	9	well	well	RB
altman-building-2020	254	10	with	with	IN
altman-building-2020	254	11	GPUs	gpu	NNS
altman-building-2020	254	12	but	but	CC
altman-building-2020	254	13	not	not	RB
altman-building-2020	254	14	with	with	IN
altman-building-2020	254	15	distributed	distribute	VBN
altman-building-2020	254	16	computing	computing	NN
altman-building-2020	254	17	.	.	.
altman-building-2020	255	1	Even	even	RB
altman-building-2020	255	2	with	with	IN
altman-building-2020	255	3	the	the	DT
altman-building-2020	255	4	right	right	JJ
altman-building-2020	255	5	hardware	hardware	NN
altman-building-2020	255	6	and	and	CC
altman-building-2020	255	7	software	software	NN
altman-building-2020	255	8	,	,	,
altman-building-2020	255	9	scaling	scale	VBG
altman-building-2020	255	10	up	up	RP
altman-building-2020	255	11	can	can	MD
altman-building-2020	255	12	be	be	VB
altman-building-2020	255	13	a	a	DT
altman-building-2020	255	14	tricky	tricky	JJ
altman-building-2020	255	15	business	business	NN
altman-building-2020	255	16	.	.	.
altman-building-2020	256	1	ML	ML	NNP
altman-building-2020	256	2	processes	process	NNS
altman-building-2020	256	3	tend	tend	VBP
altman-building-2020	256	4	to	to	TO
altman-building-2020	256	5	have	have	VB
altman-building-2020	256	6	dramatic	dramatic	JJ
altman-building-2020	256	7	spikes	spike	NNS
altman-building-2020	256	8	in	in	IN
altman-building-2020	256	9	memory	memory	NN
altman-building-2020	256	10	or	or	CC
altman-building-2020	256	11	network	network	NN
altman-building-2020	256	12	use	use	NN
altman-building-2020	256	13	,	,	,
altman-building-2020	256	14	which	which	WDT
altman-building-2020	256	15	can	can	MD
altman-building-2020	256	16	tax	tax	VB
altman-building-2020	256	17	your	-PRON-	PRP$
altman-building-2020	256	18	systems	system	NNS
altman-building-2020	256	19	.	.	.
altman-building-2020	257	1	Not	not	RB
altman-building-2020	257	2	all	all	DT
altman-building-2020	257	3	ML	ML	NNP
altman-building-2020	257	4	algorithms	algorithm	NNS
altman-building-2020	257	5	scale	scale	VBP
altman-building-2020	257	6	well	well	RB
altman-building-2020	257	7	,	,	,
altman-building-2020	257	8	causing	cause	VBG
altman-building-2020	257	9	memory	memory	NN
altman-building-2020	257	10	use	use	NN
altman-building-2020	257	11	or	or	CC
altman-building-2020	257	12	execution	execution	NN
altman-building-2020	257	13	time	time	NN
altman-building-2020	257	14	to	to	TO
altman-building-2020	257	15	grow	grow	VB
altman-building-2020	257	16	exponentially	exponentially	RB
altman-building-2020	257	17	as	as	IN
altman-building-2020	257	18	more	more	JJR
altman-building-2020	257	19	data	datum	NNS
altman-building-2020	257	20	is	be	VBZ
altman-building-2020	257	21	added	add	VBN
altman-building-2020	257	22	.	.	.
altman-building-2020	258	1	Sometimes	sometimes	RB
altman-building-2020	258	2	you	-PRON-	PRP
altman-building-2020	258	3	have	have	VBP
altman-building-2020	258	4	to	to	TO
altman-building-2020	258	5	add	add	VB
altman-building-2020	258	6	additional	additional	JJ
altman-building-2020	258	7	,	,	,
altman-building-2020	258	8	complexity	complexity	NN
altman-building-2020	258	9	-	-	HYPH
altman-building-2020	258	10	reducing	reduce	VBG
altman-building-2020	258	11	steps	step	NNS
altman-building-2020	258	12	to	to	IN
altman-building-2020	258	13	your	-PRON-	PRP$
altman-building-2020	258	14	pipeline	pipeline	NN
altman-building-2020	258	15	to	to	TO
altman-building-2020	258	16	handle	handle	VB
altman-building-2020	258	17	data	datum	NNS
altman-building-2020	258	18	at	at	IN
altman-building-2020	258	19	scale	scale	NN
altman-building-2020	258	20	.	.	.
altman-building-2020	259	1	Some	some	DT
altman-building-2020	259	2	of	of	IN
altman-building-2020	259	3	the	the	DT
altman-building-2020	259	4	more	more	RBR
altman-building-2020	259	5	common	common	JJ
altman-building-2020	259	6	machine	machine	NN
altman-building-2020	259	7	learning	learning	NN
altman-building-2020	259	8	languages	language	NNS
altman-building-2020	259	9	,	,	,
altman-building-2020	259	10	such	such	JJ
altman-building-2020	259	11	as	as	IN
altman-building-2020	259	12	Python	Python	NNP
altman-building-2020	259	13	and	and	CC
altman-building-2020	259	14	R	R	NNP
altman-building-2020	259	15	,	,	,
altman-building-2020	259	16	execute	execute	VB
altman-building-2020	259	17	relatively	relatively	RB
altman-building-2020	259	18	slowly	slowly	RB
altman-building-2020	259	19	,	,	,
altman-building-2020	259	20	putting	put	VBG
altman-building-2020	259	21	the	the	DT
altman-building-2020	259	22	onus	onus	NN
altman-building-2020	259	23	on	on	IN
altman-building-2020	259	24	developers	developer	NNS
altman-building-2020	259	25	to	to	TO
altman-building-2020	259	26	optimize	optimize	VB
altman-building-2020	259	27	operations	operation	NNS
altman-building-2020	259	28	for	for	IN
altman-building-2020	259	29	efficiency	efficiency	NN
altman-building-2020	259	30	.	.	.
altman-building-2020	260	1	In	in	IN
altman-building-2020	260	2	anticipation	anticipation	NN
altman-building-2020	260	3	of	of	IN
altman-building-2020	260	4	these	these	DT
altman-building-2020	260	5	and	and	CC
altman-building-2020	260	6	other	other	JJ
altman-building-2020	260	7	challenges	challenge	NNS
altman-building-2020	260	8	,	,	,
altman-building-2020	260	9	it	-PRON-	PRP
altman-building-2020	260	10	is	be	VBZ
altman-building-2020	260	11	often	often	RB
altman-building-2020	260	12	a	a	DT
altman-building-2020	260	13	good	good	JJ
altman-building-2020	260	14	idea	idea	NN
altman-building-2020	260	15	to	to	TO
altman-building-2020	260	16	start	start	VB
altman-building-2020	260	17	with	with	IN
altman-building-2020	260	18	a	a	DT
altman-building-2020	260	19	scaled	scale	VBN
altman-building-2020	260	20	-	-	HYPH
altman-building-2020	260	21	down	down	RP
altman-building-2020	260	22	pilot	pilot	NN
altman-building-2020	260	23	or	or	CC
altman-building-2020	260	24	proof	proof	NN
altman-building-2020	260	25	of	of	IN
altman-building-2020	260	26	concept	concept	NN
altman-building-2020	260	27	,	,	,
altman-building-2020	260	28	and	and	CC
altman-building-2020	260	29	not	not	RB
altman-building-2020	260	30	to	to	TO
altman-building-2020	260	31	underestimate	underestimate	VB
altman-building-2020	260	32	the	the	DT
altman-building-2020	260	33	time	time	NN
altman-building-2020	260	34	and	and	CC
altman-building-2020	260	35	resources	resource	NNS
altman-building-2020	260	36	necessary	necessary	JJ
altman-building-2020	260	37	to	to	TO
altman-building-2020	260	38	scale	scale	VB
altman-building-2020	260	39	up	up	RP
altman-building-2020	260	40	from	from	IN
altman-building-2020	260	41	there	there	RB
altman-building-2020	260	42	.	.	.
altman-building-2020	261	1	Conclusion	Conclusion	NNP
altman-building-2020	261	2	New	New	NNP
altman-building-2020	261	3	technologies	technology	NNS
altman-building-2020	261	4	make	make	VBP
altman-building-2020	261	5	it	-PRON-	PRP
altman-building-2020	261	6	possible	possible	JJ
altman-building-2020	261	7	for	for	IN
altman-building-2020	261	8	more	more	JJR
altman-building-2020	261	9	researchers	researcher	NNS
altman-building-2020	261	10	and	and	CC
altman-building-2020	261	11	developers	developer	NNS
altman-building-2020	261	12	to	to	TO
altman-building-2020	261	13	leverage	leverage	VB
altman-building-2020	261	14	the	the	DT
altman-building-2020	261	15	power	power	NN
altman-building-2020	261	16	of	of	IN
altman-building-2020	261	17	machine	machine	NN
altman-building-2020	261	18	learning	learning	NN
altman-building-2020	261	19	.	.	.
altman-building-2020	262	1	Building	build	VBG
altman-building-2020	262	2	an	an	DT
altman-building-2020	262	3	effective	effective	JJ
altman-building-2020	262	4	machine	machine	NN
altman-building-2020	262	5	learning	learning	NN
altman-building-2020	262	6	system	system	NN
altman-building-2020	262	7	means	mean	VBZ
altman-building-2020	262	8	supporting	support	VBG
altman-building-2020	262	9	the	the	DT
altman-building-2020	262	10	entire	entire	JJ
altman-building-2020	262	11	workflow	workflow	NN
altman-building-2020	262	12	,	,	,
altman-building-2020	262	13	from	from	IN
altman-building-2020	262	14	data	datum	NNS
altman-building-2020	262	15	acquisition	acquisition	NN
altman-building-2020	262	16	to	to	IN
altman-building-2020	262	17	final	final	JJ
altman-building-2020	262	18	analysis	analysis	NN
altman-building-2020	262	19	.	.	.
altman-building-2020	263	1	Practitioners	practitioner	NNS
altman-building-2020	263	2	must	must	MD
altman-building-2020	263	3	be	be	VB
altman-building-2020	263	4	mindful	mindful	JJ
altman-building-2020	263	5	of	of	IN
altman-building-2020	263	6	how	how	WRB
altman-building-2020	263	7	each	each	DT
altman-building-2020	263	8	implementation	implementation	NN
altman-building-2020	263	9	decision	decision	NN
altman-building-2020	263	10	and	and	CC
altman-building-2020	263	11	subjective	subjective	JJ
altman-building-2020	263	12	choice	choice	NN
altman-building-2020	263	13	—	—	:
altman-building-2020	263	14	from	from	IN
altman-building-2020	263	15	the	the	DT
altman-building-2020	263	16	way	way	NN
altman-building-2020	263	17	you	-PRON-	PRP
altman-building-2020	263	18	structure	structure	VBP
altman-building-2020	263	19	and	and	CC
altman-building-2020	263	20	store	store	VBP
altman-building-2020	263	21	your	-PRON-	PRP$
altman-building-2020	263	22	data	datum	NNS
altman-building-2020	263	23	to	to	IN
altman-building-2020	263	24	the	the	DT
altman-building-2020	263	25	algorithms	algorithm	NNS
altman-building-2020	263	26	you	-PRON-	PRP
altman-building-2020	263	27	use	use	VBP
altman-building-2020	263	28	to	to	IN
altman-building-2020	263	29	the	the	DT
altman-building-2020	263	30	ways	way	NNS
altman-building-2020	263	31	you	-PRON-	PRP
altman-building-2020	263	32	validate	validate	VBP
altman-building-2020	263	33	your	-PRON-	PRP$
altman-building-2020	263	34	results	result	NNS
altman-building-2020	263	35	—	—	:
altman-building-2020	263	36	will	will	MD
altman-building-2020	263	37	impact	impact	VB
altman-building-2020	263	38	the	the	DT
altman-building-2020	263	39	efficiency	efficiency	NN
altman-building-2020	263	40	of	of	IN
altman-building-2020	263	41	operations	operation	NNS
altman-building-2020	263	42	and	and	CC
altman-building-2020	263	43	the	the	DT
altman-building-2020	263	44	quality	quality	NN
altman-building-2020	263	45	of	of	IN
altman-building-2020	263	46	learned	learn	VBN
altman-building-2020	263	47	intelligence	intelligence	NN
altman-building-2020	263	48	.	.	.
altman-building-2020	264	1	This	this	DT
altman-building-2020	264	2	article	article	NN
altman-building-2020	264	3	has	have	VBZ
altman-building-2020	264	4	offered	offer	VBN
altman-building-2020	264	5	some	some	DT
altman-building-2020	264	6	practical	practical	JJ
altman-building-2020	264	7	guidelines	guideline	NNS
altman-building-2020	264	8	for	for	IN
altman-building-2020	264	9	building	build	VBG
altman-building-2020	264	10	ML	ML	NNP
altman-building-2020	264	11	systems	system	NNS
altman-building-2020	264	12	with	with	IN
altman-building-2020	264	13	modular	modular	JJ
altman-building-2020	264	14	,	,	,
altman-building-2020	264	15	repeatable	repeatable	JJ
altman-building-2020	264	16	processes	process	NNS
altman-building-2020	264	17	and	and	CC
altman-building-2020	264	18	intelligible	intelligible	JJ
altman-building-2020	264	19	,	,	,
altman-building-2020	264	20	verifiable	verifiable	JJ
altman-building-2020	264	21	results	result	NNS
altman-building-2020	264	22	.	.	.
altman-building-2020	265	1	There	there	EX
altman-building-2020	265	2	are	be	VBP
altman-building-2020	265	3	many	many	JJ
altman-building-2020	265	4	resources	resource	NNS
altman-building-2020	265	5	available	available	JJ
altman-building-2020	265	6	for	for	IN
altman-building-2020	265	7	further	further	JJ
altman-building-2020	265	8	research	research	NN
altman-building-2020	265	9	,	,	,
altman-building-2020	265	10	both	both	CC
altman-building-2020	265	11	online	online	RB
altman-building-2020	265	12	and	and	CC
altman-building-2020	265	13	in	in	IN
altman-building-2020	265	14	your	-PRON-	PRP$
altman-building-2020	265	15	libraries	library	NNS
altman-building-2020	265	16	,	,	,
altman-building-2020	265	17	and	and	CC
altman-building-2020	265	18	I	-PRON-	PRP
altman-building-2020	265	19	encourage	encourage	VBP
altman-building-2020	265	20	you	-PRON-	PRP
altman-building-2020	265	21	to	to	TO
altman-building-2020	265	22	consult	consult	VB
altman-building-2020	265	23	with	with	IN
altman-building-2020	265	24	subject	subject	JJ
altman-building-2020	265	25	specialists	specialist	NNS
altman-building-2020	265	26	,	,	,
altman-building-2020	265	27	data	data	NN
altman-building-2020	265	28	scientists	scientist	NNS
altman-building-2020	265	29	,	,	,
altman-building-2020	265	30	mathematicians	mathematician	NNS
altman-building-2020	265	31	,	,	,
altman-building-2020	265	32	programmers	programmer	NNS
altman-building-2020	265	33	,	,	,
altman-building-2020	265	34	and	and	CC
altman-building-2020	265	35	data	datum	NNS
altman-building-2020	265	36	engineers	engineer	NNS
altman-building-2020	265	37	.	.	.
altman-building-2020	266	1	May	May	MD
altman-building-2020	266	2	your	-PRON-	PRP$
altman-building-2020	266	3	data	data	NN
altman-building-2020	266	4	be	be	VB
altman-building-2020	266	5	clean	clean	JJ
altman-building-2020	266	6	,	,	,
altman-building-2020	266	7	your	-PRON-	PRP$
altman-building-2020	266	8	computations	computation	NNS
altman-building-2020	266	9	efficient	efficient	JJ
altman-building-2020	266	10	,	,	,
altman-building-2020	266	11	and	and	CC
altman-building-2020	266	12	your	-PRON-	PRP$
altman-building-2020	266	13	results	result	NNS
altman-building-2020	266	14	profound	profound	JJ
altman-building-2020	266	15	.	.	.
altman-building-2020	267	1	Further	further	JJ
altman-building-2020	267	2	reading	reading	NN
altman-building-2020	267	3	I	-PRON-	PRP
altman-building-2020	267	4	include	include	VBP
altman-building-2020	267	5	here	here	RB
altman-building-2020	267	6	a	a	DT
altman-building-2020	267	7	few	few	JJ
altman-building-2020	267	8	suggestions	suggestion	NNS
altman-building-2020	267	9	for	for	IN
altman-building-2020	267	10	further	further	JJ
altman-building-2020	267	11	reading	reading	NN
altman-building-2020	267	12	on	on	IN
altman-building-2020	267	13	key	key	JJ
altman-building-2020	267	14	topics	topic	NNS
altman-building-2020	267	15	.	.	.
altman-building-2020	268	1	I	-PRON-	PRP
altman-building-2020	268	2	have	have	VBP
altman-building-2020	268	3	also	also	RB
altman-building-2020	268	4	found	find	VBN
altman-building-2020	268	5	that	that	IN
altman-building-2020	268	6	in	in	IN
altman-building-2020	268	7	the	the	DT
altman-building-2020	268	8	fast	fast	RB
altman-building-2020	268	9	-	-	HYPH
altman-building-2020	268	10	changing	change	VBG
altman-building-2020	268	11	world	world	NN
altman-building-2020	268	12	of	of	IN
altman-building-2020	268	13	machine	machine	NN
altman-building-2020	268	14	learning	learning	NN
altman-building-2020	268	15	technologies	technology	NNS
altman-building-2020	268	16	,	,	,
altman-building-2020	268	17	blogs	blog	NNS
altman-building-2020	268	18	,	,	,
altman-building-2020	268	19	internet	internet	NN
altman-building-2020	268	20	communities	community	NNS
altman-building-2020	268	21	,	,	,
altman-building-2020	268	22	and	and	CC
altman-building-2020	268	23	online	online	JJ
altman-building-2020	268	24	classes	class	NNS
altman-building-2020	268	25	can	can	MD
altman-building-2020	268	26	be	be	VB
altman-building-2020	268	27	a	a	DT
altman-building-2020	268	28	great	great	JJ
altman-building-2020	268	29	source	source	NN
altman-building-2020	268	30	of	of	IN
altman-building-2020	268	31	information	information	NN
altman-building-2020	268	32	that	that	WDT
altman-building-2020	268	33	is	be	VBZ
altman-building-2020	268	34	current	current	JJ
altman-building-2020	268	35	,	,	,
altman-building-2020	268	36	introductory	introductory	JJ
altman-building-2020	268	37	,	,	,
altman-building-2020	268	38	and/or	and/or	CC
altman-building-2020	268	39	geared	gear	VBD
altman-building-2020	268	40	toward	toward	IN
altman-building-2020	268	41	practitioners	practitioner	NNS
altman-building-2020	268	42	.	.	.
altman-building-2020	269	1	Tan	Tan	NNP
altman-building-2020	269	2	,	,	,
altman-building-2020	269	3	Pang	Pang	NNP
altman-building-2020	269	4	-	-	HYPH
altman-building-2020	269	5	Ning	Ning	NNP
altman-building-2020	269	6	,	,	,
altman-building-2020	269	7	Michael	Michael	NNP
altman-building-2020	269	8	Steinbach	Steinbach	NNP
altman-building-2020	269	9	,	,	,
altman-building-2020	269	10	and	and	CC
altman-building-2020	269	11	Vipin	Vipin	NNP
altman-building-2020	269	12	Kumar	Kumar	NNP
altman-building-2020	269	13	.	.	.
altman-building-2020	270	1	2005	2005	CD
altman-building-2020	270	2	.	.	.
altman-building-2020	271	1	Introduction	introduction	NN
altman-building-2020	271	2	to	to	IN
altman-building-2020	271	3	Data	Data	NNP
altman-building-2020	271	4	Mining	Mining	NNP
altman-building-2020	271	5	.	.	.
altman-building-2020	272	1	Boston	Boston	NNP
altman-building-2020	272	2	:	:	:
altman-building-2020	272	3	Pearson	Pearson	NNP
altman-building-2020	272	4	Addison	Addison	NNP
altman-building-2020	272	5	Wesley	Wesley	NNP
altman-building-2020	272	6	.	.	.
altman-building-2020	273	1	See	see	VB
altman-building-2020	273	2	chapter	chapter	NN
altman-building-2020	273	3	2	2	CD
altman-building-2020	273	4	for	for	IN
altman-building-2020	273	5	data	data	NN
altman-building-2020	273	6	preparation	preparation	NN
altman-building-2020	273	7	strategies	strategy	NNS
altman-building-2020	273	8	.	.	.
altman-building-2020	274	1	Later	later	JJ
altman-building-2020	274	2	chapters	chapter	NNS
altman-building-2020	274	3	introduce	introduce	VBP
altman-building-2020	274	4	common	common	JJ
altman-building-2020	274	5	classification	classification	NN
altman-building-2020	274	6	and	and	CC
altman-building-2020	274	7	clustering	cluster	VBG
altman-building-2020	274	8	algorithms	algorithm	NNS
altman-building-2020	274	9	.	.	.
altman-building-2020	275	1	Marz	Marz	NNP
altman-building-2020	275	2	,	,	,
altman-building-2020	275	3	Nathan	Nathan	NNP
altman-building-2020	275	4	and	and	CC
altman-building-2020	275	5	James	James	NNP
altman-building-2020	275	6	Warren	Warren	NNP
altman-building-2020	275	7	.	.	.
altman-building-2020	276	1	2015	2015	CD
altman-building-2020	276	2	.	.	.
altman-building-2020	277	1	Big	Big	NNP
altman-building-2020	277	2	Data	Data	NNP
altman-building-2020	277	3	:	:	:
altman-building-2020	277	4	Principles	principle	NNS
altman-building-2020	277	5	and	and	CC
altman-building-2020	277	6	best	good	JJS
altman-building-2020	277	7	practices	practice	NNS
altman-building-2020	277	8	of	of	IN
altman-building-2020	277	9	scalable	scalable	JJ
altman-building-2020	277	10	real	real	JJ
altman-building-2020	277	11	-	-	HYPH
altman-building-2020	277	12	time	time	NN
altman-building-2020	277	13	data	datum	NNS
altman-building-2020	277	14	systems	system	NNS
altman-building-2020	277	15	.	.	.
altman-building-2020	278	1	Shelter	Shelter	NNP
altman-building-2020	278	2	Island	Island	NNP
altman-building-2020	278	3	:	:	:
altman-building-2020	278	4	Manning	manning	NN
altman-building-2020	278	5	.	.	.
altman-building-2020	279	1	“	"	``
altman-building-2020	279	2	Part	part	NN
altman-building-2020	279	3	1	1	CD
altman-building-2020	279	4	:	:	:
altman-building-2020	279	5	Batch	Batch	NNP
altman-building-2020	279	6	Layer	Layer	NNP
altman-building-2020	279	7	”	"	''
altman-building-2020	279	8	discusses	discuss	VBZ
altman-building-2020	279	9	immutable	immutable	JJ
altman-building-2020	279	10	storage	storage	NN
altman-building-2020	279	11	in	in	IN
altman-building-2020	279	12	depth	depth	NN
altman-building-2020	279	13	.	.	.
altman-building-2020	280	1	Kleppmann	Kleppmann	NNP
altman-building-2020	280	2	,	,	,
altman-building-2020	280	3	Martin	Martin	NNP
altman-building-2020	280	4	.	.	.
altman-building-2020	281	1	2017	2017	CD
altman-building-2020	281	2	.	.	.
altman-building-2020	282	1	Designing	Designing	NNP
altman-building-2020	282	2	Data	Data	NNP
altman-building-2020	282	3	-	-	HYPH
altman-building-2020	282	4	Intensive	Intensive	NNP
altman-building-2020	282	5	Applications	application	NNS
altman-building-2020	282	6	:	:	:
altman-building-2020	282	7	The	the	DT
altman-building-2020	282	8	Big	Big	NNP
altman-building-2020	282	9	Ideas	Ideas	NNP
altman-building-2020	282	10	Behind	behind	IN
altman-building-2020	282	11	Reliable	reliable	JJ
altman-building-2020	282	12	,	,	,
altman-building-2020	282	13	Scalable	Scalable	NNP
altman-building-2020	282	14	,	,	,
altman-building-2020	282	15	and	and	CC
altman-building-2020	282	16	Maintainable	maintainable	JJ
altman-building-2020	282	17	Systems	Systems	NNPS
altman-building-2020	282	18	.	.	.
altman-building-2020	283	1	Boston	Boston	NNP
altman-building-2020	283	2	:	:	:
altman-building-2020	283	3	O’Reilly	o’reilly	RB
altman-building-2020	283	4	.	.	.
altman-building-2020	284	1	“	"	``
altman-building-2020	284	2	Chapter	chapter	NN
altman-building-2020	284	3	10	10	CD
altman-building-2020	284	4	:	:	:
altman-building-2020	284	5	Batch	Batch	NNP
altman-building-2020	284	6	Processing	Processing	NNP
altman-building-2020	284	7	”	"	''
altman-building-2020	284	8	is	be	VBZ
altman-building-2020	284	9	especially	especially	RB
altman-building-2020	284	10	relevant	relevant	JJ
altman-building-2020	284	11	if	if	IN
altman-building-2020	284	12	you	-PRON-	PRP
altman-building-2020	284	13	are	be	VBP
altman-building-2020	284	14	interested	interested	JJ
altman-building-2020	284	15	in	in	IN
altman-building-2020	284	16	scaling	scale	VBG
altman-building-2020	284	17	up	up	RP
altman-building-2020	284	18	.	.	.