Hands-On Machine Learning

Information and online content for the Hands-On Machine Learning (HOML) books by Aurélien Géron.

Hands-On Machine Learning pt Book Cover

Title:

Hands-On Machine Learning with Scikit-Learn and PyTorch

Publisher:

O'Reilly

Released:

10-2025

ISBN:

9798341607989

Buy:

O-Reilly Amazon Bookshop E-book Shroff (Indian subcontinent)

Notebooks:

Errata:

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Online Content

Chapters:

Chapter 17 – Speeding Up Transformers

Appendices:

Appendix C – Support Vector Machines

Appendix D – Relative Positional Encoding

Appendix E – State-Space Models (SSMs)

Appendix F – Other Popular Neural Network Architectures

Sci-Py:

Tutorials – Numpy, Matplotlib, Pandas

Math:

Tutorials – Linear Algebra, Differential Calculus