Machine Learning at the St. Petersburg State University, 2018

This is an elective course of machine learning presented at the Chebyshev Laboratory B.Sc. program at the «St. Petersburg State University» in 2018–2019. All slides are in Russian.

Semester I: linear models and beyond

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

Semester III: deep learning