Textbooks:
Convex Optimization by S. Boyd and L. Vandenberghe
Understanding Machine Learning: From Theory to Algorithms by S. Shalev-Shwartz and B. Ben-David
Introduction to Machine Learning by Alex Smola and S.V.N. Vishwanathan
Some useful Slides
Prerequisites:
Calculus and Linear Algebra at the advanced undergraduate level.
Class time:
Saturday and Monday 08:30-10:00 (Fall 2023).
Room: 209
Exam: 1 Bahman, 08:30-10:30
Grading:
Midterm: 40%
Endterm: 60%