Books and arXiv review papers

(Key πŸ“™ pdf file 🌍 html book)

EDA, visualization, and data cleaning

Mathematics

Statistics

Linear regression

Optimization

Machine learning

Books
arXiv

R realted

Deep learning / neural networks

Reinforcement learning

Recommender systems

  • πŸ“™ "Recommender Systems" by Linyuan LΓΌ, Matus Medo, Chi Ho Yeung, Yi-Cheng Zhang, Zi-Ke Zhang, and Tao Zhou

Anomaly detection

Computer vision

Natural language processing

Causality

Conformal prediction

Feature engineering

Time series: Forecasting

Explainability/interpretability

Note: All arXiv papers are inherently free, and all books have been made freely available by their respective authors/publishers.