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Data Intelligence for All
Christopher Nguyen, PhD
Co-Founder & CEO
Presented on December 2, 2013
What do you get when you cross …

Atlantic

Titanic
About
Halfway!!
What do you get when you cross …
What do users need?
Let’s take a look!
… and that’s 	

what we’re 	

working on	

at Adatao
1
9
8
0

In the beginning,
there was darkness...
1
9
9
0

Then came Business Intelligence
You could see what happened with your business

$$
$
$
2
0
0
5

BIG DATA

PROBLEMS

Huge Volume
High Velocity
Great Variety
2
0
1
0

D OOP
HA

IV E
H

lp e
he

DUCE
APRE
M

problems
ata
d
ig
b
ve
ol
s
d
2
0
1
3

BIG DATA + BIG COMPUTE =

OPPORTUNITIES

BIG DA
TA=
PROBL
EMS

automatic customer segmentation

Machine Learning
Predictive Analytics
Natural Language
Business Users

Data Scientists

BIG
INSIGHTS

001 001
0 1 1 00 1 1 0
1 1 1 01 1 1 0
1 0 0 01 0 0 0
0 0 0 10 0 0 1
0 0 0 10 0 0 1
0 1 1 00 1 1 0
1 1 1 01 1 1 0

Visually Beautiful	

Interactive Data

Exploration	

Narrative Web App

BIG
COMPUTE

Data Engineers

Powerful In-Memory Data Mining	

Machine Learning Big Analytics Platform	


(Hadoop HDFS, Cassandra, SQL DMBS, Streaming Data)

BIG
DATA
Big-Data Compute Engines, Google Apps
Engineering Director, Google Founders’ Award,
HKUST Prof, 2 successful enterprise exits,
Stanford PhD

Deep engineering &
business experience from
Google, Yahoo et al.
PhD’s in DM & ML from
UIUC, Georgia Tech,
Stanford, Berkeley, ...

Hadoop distributed/streaming analytics,Yahoo
Hadoop Eng, UIUC PhD

Machine learning & machine vision, US Army
Research Lab, Johns Hopkins PhD
Adatao pInsight demo
Demo Deployment
Diagram

CLIENT

MASTER

WORKER

WORKER

WORKER

WORKER
Adatao pAnalytics demo
001 001
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1 1 1 01 1 1 0
1 0 0 01 0 0 0
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0 0 0 10 0 0 1
0 1 1 00 1 1 0
1 1 1 01 1 1 0
Bonus Demo
Use Cases
Internet Service
Provider
Interactive,	

Ad Hoc Business Query
Insight Discovery on	

Aggregated 

Operational Data

Finance

Marketing
Engineering

Sales
Customer Service
Provider
Product Recommendation
Cross-channel 

User Experience Optimization

Heavy Equipment
Manufacturer
Sensor Network Analytics

for Predictive Maintenance

Mobile Ad
Platform
Ad Targeting
CTR Prediction 

Scaling Performance
Algorithm

Run time (sec) for 

50GB (800M rows)

Per-Core Throughput
(MB/sec-core)

Per-Machine Throughput
(MB/s)

bigr.lm (ridge)

3.04

130

1,040

bigr.lm

4.05

102

816

bigr.lm.gd

12.2

32

256

bigr.glm.gd

24.5

16

128

bigr.glm

36.1

11

88

bigr.kmeans

335

1.2

9.6

pAnalytics performance on building machine learning models with cluster
Adatao16 (m3.2xlarge) on a 50GB data set of 5 features and 800 million rows.
(Gradient descent algorithms are over 5 iterations)
Algorithm

Run time (sec) for 

1.1 TB dataset (1.6B rows)

Per-Core Throughput
(MB/sec-core)

Per-Machine Throughput
(MB/s)

bigr.lm (ridge)

70.9

130

1,040

bigr.lm

74.9

123

984

bigr.lm.gd

127

72.8

582

bigr.glm.gd

145

63.6

509

pAnalytics performance on building machine learning models with cluster
Adatao40 (m3.2xlarge) on a 1.1 TB data set of 40 features and 1.6 billion rows.
(Gradient descent algorithms are over 5 iterations)
Data Intelligence
for All

Business Users
Fast & Easy
Business Analytics
!

Natural Language	

!

Beautiful Web UI

Data Scientists
& Engineers
001 001
0 1 1 00 1 1 0
1 1 1 01 1 1 0
1 0 0 01 0 0 0
0 0 0 10 0 0 1
0 0 0 10 0 0 1
0 1 1 00 1 1 0
1 1 1 01 1 1 0

Big & Fast
Data Science
!

R, Python, REST API	

!

Data Mining & ML
Thanks for
contributing to
the Spark Community!
Thank you!
See demo video at
!

http:/
/youtu.be/5UAdk7oHoPE?t=7m

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Visual, Interactive, Predictive Analytics for Big Data