Hardt & Recht. 2022. "Patterns, Predictions, and Actions: Foundations of Machine Learning"

Overview

[AI Summary]: This comprehensive machine learning textbook by Moritz Hardt and Benjamin Recht provides a modern introduction to machine learning fundamentals. The book covers essential topics from prediction and supervised learning through deep learning, causality, and reinforcement learning. Published by Princeton University Press in 2022, the full text is freely available online under Creative Commons license with downloadable PDFs for each chapter and problem sets for educational use.

  • Authors: Moritz Hardt and Benjamin Recht
  • Year: 2022
  • Publisher: Princeton University Press
  • License: Creative Commons BY-NC-ND 4.0
  • Format: Online HTML and PDF
  • Level: Graduate/Advanced undergraduate