Transcript
Page 1: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

Inspire…Educate…Transform.

The best place for students to learn Applied Engineering http://www.insofe.edu.in

Dr. K. V Dakshinamurthy

Part 1 (Machine Learning

Overview) - Types of

Machine Learning Problems

President, INSOFE

Page 2: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 2 http://www.insofe.edu.in

Page 3: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 3 http://www.insofe.edu.in

Classification; Supervised and Unsupervised

Page 4: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 4 http://www.insofe.edu.in

Classification is a pattern search

Page 5: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 5 http://www.insofe.edu.in

Classification is a pattern search

Page 6: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 6 http://www.insofe.edu.in

Forecast

Yield (profit/acre) of a seed as a function of altitude

Page 7: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 7 http://www.insofe.edu.in

Prediction and forecasting

Page 8: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 8 http://www.insofe.edu.in

Can we convert it into a search problem?

• Bin the variable we are predicting into

low, medium, high

– As number of bins increase, accuracy

increases but understanding reduces

Page 9: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 9 http://www.insofe.edu.in

Optimization

Page 10: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 10 http://www.insofe.edu.in

Optimization as pattern search

• Some combinations give optimum

outputs and some don’t

• So, optimization is also a Boolean

search

Page 11: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 11 http://www.insofe.edu.in

YouTube link

• For a detailed video on this topic visit

the following link:

http://www.youtube.com/watch?v=4Dp

6p9ZuoO8

Page 12: Fast Track Machine Learning Part 1 (Machine Learning Overview) - Types of Machine Learning Problems

The best place for students to learn Applied Engineering 12 http://www.insofe.edu.in

International School of Engineering

Plot 63/A, 1st Floor, Road # 13, Film Nagar, Jubilee Hills, Hyderabad - 500 033

For Individuals: +91-9502334561/62/63

For Corporates: +91-9618483483

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LinkedIn: http://www.linkedin.com/company/international-

school-of-engineering

This presentation may contain references to findings of various reports available in the public domain. INSOFE makes no representation as to their accuracy or that the organization

subscribes to those findings.


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