Books

Computational and Inferential Thinking: The Foundations of Data Science

A beginner-friendly introduction to data science, statistics, and Python programming through hands-on exercises — no prior experience assumed.

Peter Cruz Parrilla

2025-08-18

Interpretable Machine Learning

A comprehensive guide to understanding and explaining ML models, covering model-specific and model-agnostic interpretation methods.

Peter Cruz Parrilla

2025-08-18

Introduction to Statistical Learning

Unsupervised learning

Code-along

First-steps

A foundational introduction to statistical learning covering regression, classification, tree-based methods, and deep learning with R and Python labs.

Chris Endemann

2025-01-06

Understanding Deep Learning

A modern, theory-focused deep learning textbook covering neural networks, CNNs, transformers, generative models, and reinforcement learning with PyTorch notebooks.

Chris Endemann

2024-07-14

Categories

Computational and Inferential Thinking: The Foundations of Data Science

Interpretable Machine Learning

Introduction to Statistical Learning

Understanding Deep Learning