Here are my Jupyter Notebook labs from ITMO First semester

Discipline

Machine Learning

Instructors

Gladilin Petr Evgenyevich, associate professor, Senior R&D Engineer in Huawei

Labs

1. Lab 1 — Supervised learning algorithms
2. Lab 2 — NLP
3. Lab 3 — Optimization algorithms implementation
4. Lab 4 — Backpropagation
5. Lab 5 — CNN & Transfer Learning

Extra Lab

Apply t-SNE to MNIST to 3 components to visualize it in 3D

Choose parameters (perplexity, n_iter, etc. so the results of Rand Index of t-SNE should be larger than 95 %)

1. t-SNE on MNIST datasat
2. Calculate Rand Index for 3D transformation if its 95%+