Videolectures are uploaded to this YouTube playlist.
- Exploratory data analysis with Pandas, video
- Visualization, main plots for EDA, video
- Decision trees: theory and practical part
- Logistic regression: theoretical foundations, practical part (baselines in the “Alice” competition)
- Emsembles and Random Forest, part 1. Classification metrics - part 2. Example of a business task, predicting a customer payment - part 3
- Linear regression and regularization - theory, LASSO & Ridge, LTV prediction - practice
- Unsupervised learning - Principal Component Analysis and Clustering