Yorko/mlcourse.ai

Combines structured lectures with hands-on Jupyter notebooks covering the full ML pipeline—from exploratory data analysis and feature engineering to tree ensembles and unsupervised learning. Bonus assignments challenge learners to implement algorithms from scratch (SGD classifiers, gradient boosting) and compete on Kaggle competitions with guided baselines. Content is multilingual (English, Russian, Chinese) and published across Medium, Habr, and Kaggle Notebooks for accessibility.

10,468 stars.