~~NOTOC~~ {{keywords>The Hundred-Page Machine Learning Book}} [[https://www.thelmbook.com|{{ :screenshot_2025-01-18_at_3.49.48_pm.png?direct |}}]] {{ :new_cover.png?nolink&900 |}} This is the supporting wiki for the book **The Hundred-Page Machine Learning Book** by [[https://www.linkedin.com/in/andriyburkov/|Andriy Burkov]]. The book [[http://themlbook.com|is now available]] on Amazon and most major online bookstores. The wiki contains pages that extend some book chapters with additional information: Q&A, code snippets, further reading, tools, and other relevant resources. This book is distributed on the "read first, buy later" principle. I strongly believe that paying for the content before consuming it is buying a pig in a poke. You can see and try a car in a dealership before you buy it. You can try on a shirt or a dress in a department store. You have to be able to read a book before paying for it. The //read first, buy later// principle implies that you can freely download the book, read it and share it with your friends and colleagues. If you liked the book, only then you have to buy it. Enjoy your reading! ===== Join the Mailing List ===== ===== Released Drafts of the Chapters ===== * [[http://bit.ly/theMLbook-Preface|Preface]] * Chapter 1: [[http://bit.ly/theMLbook-Chapter-1|Introduction]] Part I: Supervised Learning * Chapter 2: [[http://bit.ly/theMLbook-Chapter-2|Notation and Definitions]] * Chapter 3: [[http://bit.ly/theMLbook-Chapter-3|Fundamental Algorithms]] (plus [[https://www.dropbox.com/s/02k52sbksqf4y6k/ExtendedChapter3.pdf?dl=0|in-depth material]]) * Chapter 4: [[http://bit.ly/theMLbook-Chapter-4|Anatomy of a Learning Algorithm]] * Chapter 5: [[http://bit.ly/theMLbook-Chapter-5|Basic Practice]] (plus [[https://www.dropbox.com/s/e1y0qur8obh47so/ExtendedChapter5.pdf?dl=0|in-depth material]]) * Chapter 6: [[http://bit.ly/theMLbook-Chapter-6|Neural Networks and Deep Learning]] (plus [[https://www.dropbox.com/s/ouj8ddydc77tewo/ExtendedChapter6.pdf?dl=0|in-depth material]]) * Chapter 7: [[http://bit.ly/theMLbook-Chapter-7|Problems and Solutions]] * Chapter 8: [[http://bit.ly/theMLbook-Chapter-8|Advanced Practice]] Part II: Unsupervised and Other Forms of Learning * Chapter 9: [[http://bit.ly/theMLbook-Chapter09|Unsupervised Learning]] (plus [[https://www.dropbox.com/s/8q28yebc4lu93rp/ExtendedChapter9.pdf?dl=0|in-depth material]]) * Chapter 10: [[http://bit.ly/theMLbook-Chapter-10|Other Forms of Learning]] * Chapter 11: [[http://bit.ly/theMLbook-Chapter-11|Conclusion]] and [[topics_not_covered|additional reading]] [[https://github.com/aburkov/theMLbook|Code on Github]] [[http://themlbook.com/wiki/doku.php?id=start&do=index|All wiki pages]] [[https://thelmbook.com/articles/#!index.md|AI articles]] Don't forget to subscribe to the mailing list if you wish to receive updates! Already above 17,000 subscribers! Check my new book: The Hundred-Page Language Models Book (2025)