dafriedman97/mlbook resource
Repository for the free online book Machine Learning from Scratch (link below!) observed · 2026-08-28
Health v2 · maintenance only
32/100
- Activity 0
- Release rhythm 35
- Longevity 100
Flags: no_releases
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 2274
- days_rel: n/a
- days_push: 1099
- n_releases_24m: 0
Adoption not part of the score
1296 stars · 226 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
A free online book, 'Machine Learning from Scratch', that derives common machine learning methods mathematically and implements them in Python from scratch. Each chapter includes concept, construction, and implementation sections using libraries like scikit-learn, statsmodels, and TensorFlow.
Use cases
- learn machine learning algorithms from scratch
- understand the math behind common ML methods
- implement ML algorithms in Python without libraries
- find a free introductory machine learning book
- see how scikit-learn and tensorflow models work under the hood
When to choose
- you want mathematical derivations paired with from-scratch Python implementations
- you prefer a free, concise alternative to ISL or ESL
- you learn best by building algorithms yourself
When to avoid
- you need comprehensive coverage of modern deep learning topics
- you want production-ready ML code rather than educational examples
- you need a polished PDF or print edition
Facets
learning-resource · maturity maintenance
machine-learning data-science machine-learning education tutorials python free-book jupyter-notebook algorithms-from-scratch scikit-learn tensorflow
2 sources
- readme: https://github.com/dafriedman97/mlbook · fetched 2026-08-28 · cd7e5e51c969
- homepage: https://dafriedman97.github.io/mlbook/content/introduction.html · fetched 2026-08-29 · 8144bb461ff7
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| dafriedman97/mlbook | main | 32 |
For agents
markdown · JSON · MCP: product_card(name="dafriedman97/mlbook")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem