Machine Learning at the St. Petersburg State University, 2019–2020

This is an elective course of machine learning presented at the Chebyshev Laboratory B.Sc. program at the «St. Petersburg State University» in 2019–2020. All slides and lecture videos are in Russian.

Semester I: linear models and beyond (2 lectures per item)

Semester II: graphical models and probabilistic inference (2 lectures per item)

Semester III: deep learning