Machine Learning for Security 2020

Gradient descent (Video of class on Sept 29)
Logistic Regression (Video of class on Oct 1)

Perceptron Learning (Video of class on Oct. 6)
There was no class on October 9

Generalized Linear Models (Video of class on Oct 13)

Generative Learning Algorithms (Video of class on Oct 16) Andrew Ng's notes

Naive Bayes Classifier (Video of class on Oct. 20) Andrew Ng's notes

Naive Bayes Classifier (Video of class on Oct. 22)

No class on Oct 27
Support Vector Machines (Video of class on Oct 29) Andrew Ng's Notes (see from page 11)

Support Vector Machines (video of Class on Nov 3)

Support Vector Machines (video of Class on Nov 6)

Support Vector Machines (video of Class on Nov 9)

Learning Theory (video of Class on Nov 10) (read Chapter 2 of Understanding Machine Learning by Shalev-Swartz & Ben-David)

Learning Theory (video of Class on Nov 12) (read Chapter 3 of Understanding Machine Learning by Shalev-Swartz & Ben-David)

Learning Theory (video of Class on Nov 17) (read Chapter 4 of Understanding Machine Learning by Shalev-Swartz & Ben-David)

Learning Theory (video of class on Nov 19)

Learning Theory (Video of class on Nov 26)

Learning Theory & Neural Networks ( Video of lecture on Dec 1)

Test (on Dec 2)

Neural Networks (video of lecture on Dec 8)

Neural Networks (video of class on Dec 15)

Leftovers and ending (video of class on Dec 17)