Неделя Название Описание
Файл Course description and students obligations 2023/24

About lecturers, contents, grading, and literature.

Папка Lecture slides 2023/24 (updated continuously with 2024/25 edition)
Warning: The slides from the lectures are outlines of the topics covered. Do not consider them as a replacement for the literature.
Папка Literature and readings
The main literature for machine learning:
  • James, G., Witten, D., Hastie, T., Tibshirani, R. and Taylor, J., 2023. An Introduction to Statistical Learning: With Applications in Python. New York: Springer. Freely available at https://www.statlearning.com/  (the same book exists for R)

Further readings:

Папка Samples of written exams

Sample Exams

Файл A sample of oral exam questions
Гиперссылка Course repository

Link to the code repository

Файл Seminar I - Instructions
Файл Seminar I - datasets
Гиперссылка Data analyist is a top job

Other surveys confirm the findings..

Гиперссылка Data science cheatsheet
Файл Numpy cheat sheet
Файл Pandas cheat sheet