Modern IT (Deep Learning and Data Science)

Course at Saint Petersburg Polytechnic University

Syllabus

1. [OR] Introducton
2. [ML] Machine learning introduction
3. [PT] Python introduction: Basics
4. [PT] Python introduction: OOP and packages
5. [PT] Python introduction: libraries
6. [ML] Descriptive statistics
7. [DL] Introduction to neural network 1. PyTorch
8. [DL] Introduction to neural network 2. PyTorch
9. [DL] Convolutional neural networks
10. [DL] Deep learning and computer vision
11. [DL] Transformers and foundation models
12. [ML] Decision trees
13. [OR] Computational essay presentations 1
14. [OR] Computational essay presentations 2