dair-ai/Mathematics-for-ML resource
🧮 A collection of resources to learn mathematics for machine learning observed · 2026-08-28
Health v2 · maintenance only
32/100
- Activity 0
- Release rhythm 35
- Longevity 100
Flags: no_releases no_license
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: 1565
- days_rel: n/a
- days_push: 1317
- n_releases_24m: 0
Adoption not part of the score
6370 stars · 728 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded
A curated collection of books, papers, and video lectures for learning the mathematics behind machine learning and deep learning. It aggregates free resources covering linear algebra, calculus, probability, optimization, and Bayesian methods.
Use cases
- learn math for machine learning
- find free books on linear algebra and calculus for ML
- review probability and statistics before studying deep learning
- resources to understand backpropagation math
- beginner-friendly math prerequisites for AI
- study matrix calculus for deep learning
When to choose
- you want a curated starting point for ML math resources
- you prefer free online books and video lectures
- you need to refresh math fundamentals before learning ML
When to avoid
- you need interactive exercises or a structured course with feedback
- you want a software tool or library rather than learning materials
Facets
learning-resource · maturity maintenance
documentation machine-learning mathematics deep-learning tutorials cross-platform curated-list mathematics machine-learning awesome-list education
1 source
- readme: https://github.com/dair-ai/Mathematics-for-ML · fetched 2026-08-28 · 23928d38c18a
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| dair-ai/Mathematics-for-ML | main | 32 |
For agents
markdown · JSON · MCP: product_card(name="dair-ai/Mathematics-for-ML")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem