M. Pawan Kumar
 
 

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SLIDES

Topic 1: Regression.
PPT   PDF

Topic 2: Support Vector Machines.
PPT   PDF

Topic 3: SVM Duality.
PPT   PDF

Topic 4: Neural Networks.
PPT   PDF

Topic 5: Neural Network Optimization.
PPT   PDF

EXAMPLE SHEETS

The solutions to the following tutorial sheets will be made available on weblearn after the classes.

Tutorial Sheet 1: Regression, Binary SVM

Tutorial Sheet 2: Multiclass SVM, Duality, Neural Networks

REFERENCES

Shai Ben-David and Shai Shalev-Shwartz. Understanding Machine Learning: From Theory to Algorithms
PDF