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1 © 2015 The MathWorks, Inc. Get More From Your Data with Data Analytics Guangyuan Yang

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Page 1: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

1© 2015 The MathWorks, Inc.

Get More From Your Data

with Data Analytics

Guangyuan Yang

Page 2: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

2

Page 3: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

3

Page 4: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

4

Page 5: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

5

Page 6: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

6

𝜕𝑢

𝜕𝑡− 𝛼

𝜕2𝑢

𝜕𝑥2+𝜕2𝑢

𝜕𝑦2+𝜕2𝑢

𝜕𝑧2= 0

Page 7: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

7

Challenges to Gain Value from Data

Develop Predictive

ModelsAccess and Explore Data Process Data

Integrate Analytics with

Systems

More devices

More data

More often

Rapid data exploration

Development of

scalable algorithms

Ease of deployment

Page 8: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

8

Why MATLAB?

Develop embedded

systems with analytics

powered functionality

3

Enable Domain

Experts to be

Data Scientists

2

Analytics increasingly

require both business

and engineering data

1

Data Scientist

Embedded Systems

DATA

• Engineering, Scientific, and Field

• Business and Transactional

Business Systems

Develop analytics to run on both enterprise and

embedded platforms

4

Page 9: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

9

Why MATLAB?

Develop embedded

systems with analytics

powered functionality

3

Enable Domain

Experts to be

Data Scientists

2

Data Scientist

Smarter Embedded Systems

DATA

• Engineering, Scientific, and Field

• Business and Transactional

Business Systems

Develop analytics to run on both enterprise and

embedded platforms

4

Analytics increasingly

require both business

and engineering data

1

Page 10: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

10

Accessing Data

Page 11: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

11

Accessing Data

Page 12: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

12

rgb2gray

imfill

bwmorph

imfindcircles

Processing Signals and Images

cheby2

filter

rms

pwelch

periodogram

xcov

findpeaks

movmean

movstd

Page 13: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

13

Processing Data

Page 14: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

14

Processing Data

Page 15: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

15

Processing Data

Page 16: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

16

Why MATLAB?

Develop embedded

systems with analytics

powered functionality

3

Analytics increasingly

require both business

and engineering data

1

Data Scientist

Smarter Embedded Systems

DATA

• Engineering, Scientific, and Field

• Business and Transactional

Business Systems

Develop analytics to run on both enterprise and

embedded platforms

4

Enable Domain

Experts to be

Data Scientists

2

Page 17: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

17

Enabling Domain Experts to be Data Scientists

Symbolic

Computing

Neural

Networks

OptimizationSignal

Processing

Image

Processing

Control

Systems Financial

Modeling

Apps Language

Machine

LearningStatistics

“MATLAB has helped accelerate our R&D and deployment with its robust numerical algorithms, extensive visualization

and analytics tools, reliable optimization routines, support for object-oriented programming, and ability to run in the cloud

with our production Java applications.”Borislav Savkovic, BuildingIQ

Page 18: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

18

Apps - Classification Learner app

Page 19: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

19

Apps - Classification Learner app

Page 20: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

20

Apps - Classification Learner app

Page 21: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

21

Apps - Classification Learner app

Page 22: Get More From Your Data with Data Analytics€¦ · systems with analytics powered functionality 3 Analytics increasingly require both business and engineering data 1 Data Scientist

22

MATLAB Differentiators

Develop embedded

systems with analytics

powered functionality

3

Enable Domain

Experts to be

Data Scientists

2

Analytics increasingly

require both business

and engineering data

1

Data Scientist

Smarter Embedded Systems

DATA

• Engineering, Scientific, and Field

• Business and Transactional

Business Systems

Develop analytics to run on both enterprise and

embedded platforms

4