2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
-
Upload
jason-cole -
Category
Documents
-
view
214 -
download
0
Transcript of 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
1/44
5/19/2011
1
Pick ing Winners and Losers
in the Bi Data Market
Michael E. Driscoll, CTO, Metamarkets@medriscoll
Open Sourc e Busines s Conferen c e | May 16, 2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
2/44
5/19/2011
2
I . The Winning
Oppor tun i ty
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
3/44
5/19/2011
3
Info rm at ion is t he
o i l o f t he 21s t c ent ur y.
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
4/44
5/19/2011
4
Big Data Force #1: The Attack of t he Exponentials
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
5/44
5/19/2011
5
Big Data Force #1: The Attack of t he Exponentials
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
6/44
5/19/2011
6
Big Dat a Forc e #2:
The Grow t h of Sensor Ne tw ork s
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
7/44
5/19/2011
7
Big Dat a Forc e #3:
The Rise o f Cloud Com put ing
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
8/44
5/19/2011
8
The Intersect ion of these Three Forces
Yields An Explosion of Data
exponentialeconomicssensor
networ scloudcomputing
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
9/44
5/19/2011
9
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
10/44
5/19/2011
10
I I . Winning Sk i l ls
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
11/44
5/19/2011
11
Thesexyjobinthenexttenyearswillbestatisticians
HalVarian
+ =
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
12/44
5/19/2011
12
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
13/44
/ /
13
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
14/44
14
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
15/44
15
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
16/44
16
=if ($foo =~
n 2,3 A-Z 5,7 2,5
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
17/44
17
=s ta t i s t i cs
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
18/44
18
1000bytes 2bytes
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
19/44
19
The Promise of Predict ive Analyt ics
ex t r a c t l e a r n p r e d i c t
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
20/44
20
RecommendRecommend
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
21/44
21
revenreven
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
22/44
22
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
23/44
23
=s to ry te l l i ng
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
24/44
24
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
25/44
25
credit: MiguelRios,Twitter
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
26/44
26
credit: PaulButler,Facebook
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
27/44
27
credit:JoeReisinger,Metamarkets
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
28/44
28
I I I . Winning
Technologies
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
29/44
29
The Emerging Big Data Stack
Actions
(FraudDetection,RecEngines)
(R,SPSS,SAS,SAP)
RDBMS,Hadoop,CEPData
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
30/44
30
The Emerging Big Data Stack
Kdb
CompetitiveMatrix
speed Vertica
Netezza
Esper
MySQLGreenplum
InfoBright
Aster
MapR
datascale
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
31/44
31
The Emerging Big Data Stack
CompetitiveMatrixcustom GPU
speedMatlab
R RevolutionRExcel
customdistributedSciPy SAP
datascale
SPSS
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
32/44
32
The Emerging Big Data Stack
CompetitiveMatrix
cost
(McKinsey,BCG)frauddetection
focus
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
33/44
33
Winners: Focused, Big, and Fast
Apps&Services focusedapplications&services
Analytics ggerana yt cs
a a fasterdataplatforms
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
34/44
34
Thank You. Quest ions?
. , ,@medriscoll
Open Sourc e Busines s Conferen c e | May 16, 2011
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
35/44
35
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
36/44
36
The Promise of Predict ive Analyt ics
ex t r a c t l e a r n p r e d i c t
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
37/44
37
RecommendRecommend
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
38/44
38
revenreven
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
39/44
39
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
40/44
40
I. Data Privacy & Ow nership
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
41/44
41
II. Scalability of Algorithms
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
42/44
42
III. User Data & Analyt ics
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
43/44
43
IV. Data Exchanges & Ecosystems
5/19/2011
-
8/4/2019 2adada5d7c1791db35640595765c19d1 OSBC2011 Big Data M200 Michael Driscoll
44/44
44
Predict ive Analyt ics:
The Consumer Crystal Ball
Omar Tawakol, Chief Executive Officer, Bluekai. , ,Scott Burke, Senior Vice President, Yahoo!Theresia Gouw Ranzetta Partner Accel Partners
Moderator: Michael E. Driscoll, Metamarkets
MIT/St anfor d Vent ure La b | Febr uar y 15, 2011