ageron/handson-ml resource

Health v2 · maintenance only

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25594 stars · 12731 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Jupyter notebook companion to the first edition of the O'Reilly book 'Hands-on Machine Learning with Scikit-Learn and TensorFlow', teaching machine learning fundamentals with example code and exercise solutions. It is deprecated in favor of the third edition (handson-ml3) and a PyTorch version (handson-mlp).

Use cases

• learn machine learning fundamentals with python notebooks
• find solutions to hands-on machine learning book exercises
• practice scikit-learn and tensorflow examples
• run ml tutorials in colab or binder
• study neural networks with jupyter notebooks

When to choose

• you specifically own or follow the 2017 first edition of the book
• you want the original exercise solutions matching the first edition

When to avoid

• you want up-to-date content - use handson-ml3 or handson-mlp instead
• you need current tensorflow or scikit-learn API compatibility
• you are starting to learn ML today with no book edition constraint

Facets

learning-resource · maturity abandoned

machine-learning deep-learning data-science machine-learning deep-learning data-science education tutorials python cross-platform jupyter-notebooks scikit-learn tensorflow deprecated book-companion exercises web

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