ageron/handson-ml
⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.
From the publisher
README & documentation
Source previewRead the project’s overview, installation instructions and usage examples. The original README is the source of truth.
This project is for the first edition, which is now outdated (it came out in 2017). This project aims at teaching you the fundamentals of Machine Learning in python. It contains the example code and solutions to the exercises in my O'Reilly book Hands-on Machine Learning with Scikit-Learn and TensorFlow: [](https://learning.oreilly.com/library/view/hands-on-machine-learning/9781491962282/) Use any of the following services. WARNING: Please be aware that these services provide temporary environments: anything you do will be deleted after a while, so make sure you download any data you care about. Browse this repository using jupyter.org's notebook viewer: Note: github.com's notebook viewer also works but it is slower and the math equations are not always displayed correctly. Read the Docker instructions. Start by installing Anaconda (or Miniconda), git, and if you have a TensorFlow-compatible GPU, install the GPU driver, as well as the appropriate version of CUDA and cuDNN (see TensorFlow's documentation for more details).…
Read the full README ↗ · Preview checked 2026-10-27T03:25:20.562Z
Inside the original README — Document outline
- Machine Learning Notebooks
- ⚠ THE THIRD EDITION OF MY BOOK IS NOW AVAILABLE, AS WELL A PYTORCH VERSION AND MANY TRANSLATIONS.
- Quick Start
- Want to play with these notebooks online without having to install anything?
- Just want to quickly look at some notebooks, without executing any code?
- Want to run this project using a Docker image?
- Want to install this project on your own machine?
- FAQ
- Contributors
Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.
Links from the README
References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.
Documentation belongs to its respective authors. Reported project/model license: Apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
What this repository does
⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.
Repository facts
- Owner
- ageron
- Primary language
- Jupyter Notebook
- Stars
- 25,609
- Forks
- 12,686
- Open issues + pull requests
- 145
- License
- Apache-2.0
- Archived
- No
- Default branch
- master
- Created
- 2016-02-16T19:48:39.000Z
- Last push
- 2026-05-19T23:03:15.000Z
Topics and intended use
Owner-supplied topics: deep-learning, deprecated, distributed, jupyter-notebook, machine-learning, ml, neural-network, python, scikit-learn, tensorflow
Review the README for scope, installation, examples and limitations. We do not run repository code or certify it.
Evaluate before installing
Review licensing and dependencies, inspect recent commits and unresolved issues, and test in an isolated environment before production use. Stars and forks alone cannot answer these questions.
Source and freshness
Source: GitHub. Metadata observed 2026-11-01T12:19:42.808Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.