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Büyük	Veri,	Hadoop	Ekosistemi	ve	Veri	Bilimi	
Dr.	M.	Umut	DEMİREZEN	
STM	Büyük	Veri	ve	Veri	Bilimi	Grup	Lideri	
udemirezen@stm.com.tr				|					@udmrzn	
UNCLASSIFIED
HİZMETE	ÖZEL	 UNCLASSIFIED	
2/95	
Big	Data	Kavramı	
2	
«	Big	Data	is	the	realizaOon	of	greater	
business	intelligence	by	storing,	
processing,	and	analyzing	data	that	was	
previously	ignored	due	to	the	limitaOons	
of	tradiOonal	data	management	
technologies	»	
«Big	Data	is	a	collecOon	of	data	sets,	
which	are	enormously	large	and	complex	
that	convenOonal	database	
systems	cannot	process	within	desired	
Ome.»
HİZMETE	ÖZEL	 UNCLASSIFIED	
3/95	
Big	Data	Kavramı	
3
HİZMETE	ÖZEL	 UNCLASSIFIED	
4/95	
Big	Data	Veri	Türleri	
4	
ü Duran	Veri	(Data	at	Rest)	
ü Akışkan	Veri	(Data	in	Mo@on)	
ü Bağlı	Data	(Linked	Data)	
ü Zaman	Serisi	(Time	Series)
HİZMETE	ÖZEL	 UNCLASSIFIED	
5/95	
ETL
Real Time
Streams
Unstructured Data (HDFS)
Real Time
Structured
Database
(hBase, Gemfire,
Cassandra)
Big SQL
(Greenplum,
AsterData,
Etc…)
Batch	
Processing	
Real-Time
Processing(s4, storm)
Analytics
Günümüzde	Kullanılan	Büyük	Veri	İşleme	Teknikleri	
DiM	
DaR
HİZMETE	ÖZEL	 UNCLASSIFIED	
6/95	
Big	Data’nın	Evrimi	
6
HİZMETE	ÖZEL	 UNCLASSIFIED	
7/95	
Big	Data’nın	Evrimi	
7
HİZMETE	ÖZEL	 UNCLASSIFIED	
8/95	
Big	Data’nın	Evrimi	
8	
CAP	theorem	reveals	that	a	shared	data	system	can	only	choose	
at	 most	 two	 of	 three	 proper@es:	 consistency,	 availability,	 and	
tolerance	to	par@@ons.
HİZMETE	ÖZEL	 UNCLASSIFIED	
9/95	
Big	Data’nın	Evrimi	
9
HİZMETE	ÖZEL	 UNCLASSIFIED	
10/95	
Hadoop	Ekosistemi	
10
HİZMETE	ÖZEL	 UNCLASSIFIED	
11/95	
Hadoop	Ekosistemi	
11
HİZMETE	ÖZEL	 UNCLASSIFIED	
12/95	
Map	Reduce	V1	–	YARN	MapReduce	V2	
12
HİZMETE	ÖZEL	 UNCLASSIFIED	
13/95	
Hadoop	Ekosistemi	
13
HİZMETE	ÖZEL	 UNCLASSIFIED	
14/95	
Map	Reduce	
14
HİZMETE	ÖZEL	 UNCLASSIFIED	
15/95	
Map	Reduce	
15
HİZMETE	ÖZEL	 UNCLASSIFIED	
16/95	
Map	Reduce	
16
HİZMETE	ÖZEL	 UNCLASSIFIED	
17/95	
Map	Reduce	
17
HİZMETE	ÖZEL	 UNCLASSIFIED	
18/95	
Hadoop	Ekosistemi	
18
HİZMETE	ÖZEL	 UNCLASSIFIED	
19/95	
Apache	Sqoop	
19
HİZMETE	ÖZEL	 UNCLASSIFIED	
20/95	
Apache	Flume	
20
HİZMETE	ÖZEL	 UNCLASSIFIED	
21/95	
Apache	ZooKeeper	
21
HİZMETE	ÖZEL	 UNCLASSIFIED	
22/95	
Apache	Kafa	
22
HİZMETE	ÖZEL	 UNCLASSIFIED	
23/95	
Apache	Oozie	
23
HİZMETE	ÖZEL	 UNCLASSIFIED	
24/95	
Apache	Pig	
24
HİZMETE	ÖZEL	 UNCLASSIFIED	
25/95	
Apache	Hive	
25
HİZMETE	ÖZEL	 UNCLASSIFIED	
26/95	
Apache	Mahout	
26
HİZMETE	ÖZEL	 UNCLASSIFIED	
27/95	
Apache	Mahout	
27
HİZMETE	ÖZEL	 UNCLASSIFIED	
28/95	
Apache	HBase	
28
HİZMETE	ÖZEL	 UNCLASSIFIED	
29/95	
Apache	Storm	
29
HİZMETE	ÖZEL	 UNCLASSIFIED	
30/95	
Apache	Spark	
30
HİZMETE	ÖZEL	 UNCLASSIFIED	
31/95	
Apache	Spark	
31
HİZMETE	ÖZEL	 UNCLASSIFIED	
32/95	
Lambda	Architecture	
32	
• Tutarlılık	ve	hataya	karşı	dayanıklı	olabilme	
• Düşük	gecikmeli	(Low	Latency)	okuma	ve	yazma	
• Ölçeklenebilir	olma	
• GenelleşKrilebilme	
• GenişleKlebilme	
• Anlık	sorgulanabilme	(ad-hoc)	
• Minimum	idame	çabası	gerekKrme	
• Hata	ayıklanabilme
HİZMETE	ÖZEL	 UNCLASSIFIED	
33/95	
Lambda	Architecture	
33
HİZMETE	ÖZEL	 UNCLASSIFIED	
34/95	
Lambda	Architecture	
34
HİZMETE	ÖZEL	 UNCLASSIFIED	
35/95	
Lambda	Architecture	
35
HİZMETE	ÖZEL	 UNCLASSIFIED	
36/95	
Lambda	Architecture	
36
HİZMETE	ÖZEL	 UNCLASSIFIED	
37/95	
Lambda	Architecture	Normal	Kapasitede	Çalışma
HİZMETE	ÖZEL	 UNCLASSIFIED	
38/95	
Akademik	Yayınlar	
IEEE	COMPSAC	2016	(Yayın	Aşamasında)	 USMOS	2015	(Yayınlandı)
HİZMETE	ÖZEL	 UNCLASSIFIED	
39/95	
Data	IngesOon	
39	
IoT	/	IoE	
Cloud	
CompuKng	
Fog	
CompuKng
HİZMETE	ÖZEL	 UNCLASSIFIED	
40/95	
Veri	Bilimi	Nedir?	
• Data	Science		is	the	science	which	uses			
computer	science,	staOsOcs	and	machine,	
learning,	visualizaOon	and	human	-	
computer		interacOons	to			collect,	clean,	
integrate,		analyze,	visualize,	interact		with	
data	to		create		data	products
HİZMETE	ÖZEL	 UNCLASSIFIED	
41/95	
Data	Product	GeneraOon	
41
HİZMETE	ÖZEL	 UNCLASSIFIED	
42/95	
Veri	Bilimi	Nedir?
HİZMETE	ÖZEL	 UNCLASSIFIED	
43/95	
Veri	Bilimi	Nedir?
HİZMETE	ÖZEL	 UNCLASSIFIED	
44/95	
Big	Data	ve	Veri	Biliminin	Kullanımı
HİZMETE	ÖZEL	 UNCLASSIFIED	
45/95	
Big	Data	ve	Veri	Biliminin	Kullanımı	
Ø Descrip@ve	Analy@cs:	exploits	historical	data	to	describe	what	occurred.		
Ø Predic@ve	Analy@cs:	focuses	on	predicKng	future	probabiliKes	and	trends.	
	
Ø Prescrip@ve	Analy@cs:	addresses	decision	making	and	efficiency.		
q For	example,	simulaKon	is	used	to	analyze	complex	systems	to	gain	insight	
into	 system	 behavior	 and	 idenKfy	 issues	 and	 opKmizaKon	 techniques	 are	
used	to	analyze	opKmal	soluKons	under	given	constraints.
HİZMETE	ÖZEL	 UNCLASSIFIED	
46/95	
Explatory	Data	Analysis	
Örnek:	Amerika’da	1997-2008	arasında	uçak	kalkış	iniş,	rötar	verisi:	120	GB
HİZMETE	ÖZEL	 UNCLASSIFIED	
47/95	
Explatory	Data	Analysis	
Örnek:	Amerika’da	1997-2008	arasında	uçak	kalkış	iniş,	rötar	verisi:	120	GB
HİZMETE	ÖZEL	 UNCLASSIFIED	
48/95	
Data	Mining	:	Dynamic	Time	Warping	-	Algoritma
HİZMETE	ÖZEL	 UNCLASSIFIED	
49/95	
Dynamic	Time	Warping	-	Algoritma
HİZMETE	ÖZEL	 UNCLASSIFIED	
50/95	
Dynamic	Time	Warping	–	Sensör	12	ve	314
HİZMETE	ÖZEL	 UNCLASSIFIED	
51/95	
Dynamic	Time	Warping	–	Sensör	12	ve	314
HİZMETE	ÖZEL	 TASNİF	DIŞI	
52/95	
Kariyer.Net	ve	Linked.in	üzerinden	Açık	Pozisyonlarımıza	
Başvurabilirsiniz….	
Bizimle	Çalışmak	İster	misiniz?	
•  Data	Engineering	
•  Data	Science	
Alanlarında	Kariyer	Yapmak	
İster	misiniz?
Bu	doküman	ve	içerdiği	tüm	bilgiler	STM	’nin	fikri	mülkiyeKdir.	Bu	dokümanın	
dağıgmı	veya	sunumu	ile	bu	haklar	ortadan	kalkmış	olmaz.	STM	’nin	yazılı	izni	
olmadan	bu	dokümanın	ve	içerdiği	bilgilerin	üçüncü	kişilere	aktarımı,	çoğalgmı	
ve	dağıgmı	yapılamaz.	Bu	doküman	ve	içeriği	hazırlanma	amacının	dışında	
kullanılamaz.	
STM	SAVUNMA	TEKNOLOJİLERİ	MÜHENDİSLİK	VE	TİC.	A.Ş.	
ANKARA	TEKNOLOJİ	GELİŞTİRME	BÖLGESİ,		
BİLKENT	CYBERPARK,	ÜNİVERSİTELER	MAHALLESİ,	
1605.	CADDE,	NO:3A		BİLKENT	–	ÇANKAYA	TÜRKİYE		
t : 0 312 266 35 50 f : 0 312 266 35 51
www.stm.com.tr
	
	
© STM 2015
All Rights Reserved
This	document	and	all	informaKon	contained	herein	is	the	sole	property	of	STM.	
No	intellectual	property	rights	are	granted	by	the	delivery	of	this	document	or	
disclosure	of	its	content.	This	document	shall	not	be	reproduced	or	disclosed	to	
a	third	party	without	the	express	wripen	consent	of	STM.	This	document	and	its	
content	shall	not	be	used	for	any	other	purpose	other	than	for	which	it	is	
supplied.

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