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Machine Learning Application: Linear Classifier Zubair Khalid Department of Electrical Engineering School of Science and Engineering Lahore University of Management Sciences https://www.zubairkhalid.org/ee563_2020.html Convex Optimization

EE563 Convex Optimization - Module 11 · EE563 Convex Optimization - Module 11 Author: Zubair Khalid Created Date: 5/6/2020 5:53:46 PM

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Page 1: EE563 Convex Optimization - Module 11 · EE563 Convex Optimization - Module 11 Author: Zubair Khalid Created Date: 5/6/2020 5:53:46 PM

Machine Learning Application: Linear Classifier

Zubair Khalid

Department of Electrical EngineeringSchool of Science and Engineering

Lahore University of Management Sciences

https://www.zubairkhalid.org/ee563_2020.html

Convex Optimization

Page 2: EE563 Convex Optimization - Module 11 · EE563 Convex Optimization - Module 11 Author: Zubair Khalid Created Date: 5/6/2020 5:53:46 PM

Outline

• Classification Problem (binary)

• Linear Classifier Design as Optimization Problem

Page 3: EE563 Convex Optimization - Module 11 · EE563 Convex Optimization - Module 11 Author: Zubair Khalid Created Date: 5/6/2020 5:53:46 PM

Classification Problem in Machine Learning

Page 4: EE563 Convex Optimization - Module 11 · EE563 Convex Optimization - Module 11 Author: Zubair Khalid Created Date: 5/6/2020 5:53:46 PM

Classification Problem in Machine Learning

Page 5: EE563 Convex Optimization - Module 11 · EE563 Convex Optimization - Module 11 Author: Zubair Khalid Created Date: 5/6/2020 5:53:46 PM

Classification Problem in Machine Learning

Page 6: EE563 Convex Optimization - Module 11 · EE563 Convex Optimization - Module 11 Author: Zubair Khalid Created Date: 5/6/2020 5:53:46 PM

Classification Problem in Machine Learning

Page 7: EE563 Convex Optimization - Module 11 · EE563 Convex Optimization - Module 11 Author: Zubair Khalid Created Date: 5/6/2020 5:53:46 PM

Classification Problem in Machine Learning

Page 8: EE563 Convex Optimization - Module 11 · EE563 Convex Optimization - Module 11 Author: Zubair Khalid Created Date: 5/6/2020 5:53:46 PM

Feedback: Questions or Comments?

Email: [email protected]

Slides available at: https://www.zubairkhalid.org/ee563_2020.html(Let me know should you need latex source)