# mml-book/mml-book.github.io

Companion webpage to the book "Mathematics For Machine Learning"

Repository: https://github.com/mml-book/mml-book.github.io
Canonical: https://ross.abutalabs.com/products/mml-bookgithubio
Language: Jupyter Notebook
License Family: other
Last push: 2025-03-13T09:05:35+00:00

## Health v2 (maintenance only)
Score: 37/100 (v2, computed 2026-09-02T17:46:02.011165+00:00)
- activity 11, release rhythm 35, longevity 100
- inputs: {"age_days": 3190, "days_push": 538, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases, no_license
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 15929, forks 2854 (observed 2026-08-28T04:11:14.511054+00:00)

## What it is
The companion webpage and source for the book 'Mathematics For Machine Learning', providing the book draft plus Jupyter notebook tutorials with solutions for linear regression, PCA, and Gaussian mixture models. Notebooks run live via Binder or Google Colab.

## Use cases
- learn the math foundations needed for machine learning
- study linear algebra, probability, and optimization for ML
- run interactive ML tutorial notebooks in the browser
- find worked solutions for ML math exercises
- prepare to read advanced machine learning textbooks

## When to choose
- you need the mathematical prerequisites for machine learning in one concise resource
- you prefer learning through runnable Jupyter notebooks with solutions
- you want a free, well-regarded textbook on ML mathematics

## When to avoid
- you want coverage of advanced or state-of-the-art ML techniques
- you need a formal published edition with a license for redistribution
- you are looking for a hands-on ML engineering course rather than math foundations

## Facets
- artifact type: learning-resource
- maturity: stable
- function: machine-learning, data-science
- domain: machine-learning, mathematics, education, tutorials
- platform: python, cross-platform
- tags: textbook, jupyter-notebooks, mathematics-for-ml, linear-algebra, statistics, binder, google-colab, education, web

## Member repositories
- mml-book/mml-book.github.io (main) score 37

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:11:14.511054+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-29T17:05:19.460559+00:00, confidence not recorded.
  - readme: https://github.com/mml-book/mml-book.github.io (fetched 2026-08-28T04:11:14.511054+00:00, sha 59e8af098259)
- Data as of 2026-08-30T08:39:29.467469+00:00.