Lecturer: Yossi Keshet
Teaching assistant: Yossi Adi and Felix Kruek
Shai Shalev-Shwartz and Shai Ben-David, "Understanding Machine Learning: From Theory to Algorithms", Cambridge University Press, 2014
Ian Goodfellow and Yoshua Bengio and Aaron Courville, "Deep Learning", MIT Press, 2016.
Lecture 1 - Introduction
Lecture 2 - ERM principle and Perceptron
Lecture 3 - The optimal Bayes classifier and Maximum likelihood estimator
Lecture 4 - PAC learnability and Support Vector Machines
Lecture 5 - Byond ERM: regularization, SRM, and MDL
A discussion group for this course is available on Piazza Q&A.
The submission should be using the Submit system
Tirgul 1 - Introduction
Tirgul 2 - Perceptron and milticlass
Tirgul 3 - Gradient descent and logistic regression