fastai/numerical-linear-algebra resource
Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course 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 2026-09-02. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 3396
- days_rel: n/a
- days_push: 869
- n_releases_24m: 0
Adoption not part of the score
10965 stars · 2678 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded
A free online textbook of Jupyter notebooks for the fast.ai Computational Linear Algebra course, taught at the University of San Francisco. It covers numerical matrix computations with acceptable speed and accuracy using Python, NumPy, Scikit-Learn, Numba, and PyTorch, with accompanying YouTube lecture videos.
Use cases
- learn computational linear algebra with code
- understand matrix decompositions like SVD and QR
- study numerical linear algebra for data science
- find a free linear algebra course with Jupyter notebooks
- learn how matrix computations achieve speed and accuracy
- prepare for deep learning by learning linear algebra
- follow along with fast.ai lecture videos using notebooks
When to choose
- you want a code-first, top-down introduction to numerical linear algebra
- you learn best from executable Jupyter notebooks paired with video lectures
- you are a data scientist or ML practitioner needing practical matrix computation knowledge
When to avoid
- you need a rigorous proof-based linear algebra textbook
- you need a maintained library or software tool rather than course material
- you require a formally licensed or regularly updated resource
Facets
learning-resource · maturity maintenance
math data-science machine-learning mathematics data-science machine-learning tutorials python cross-platform linear-algebra jupyter-notebooks numerical-computation free-course numpy matrix-computations
2 sources
- readme: https://github.com/fastai/numerical-linear-algebra · fetched 2026-08-28 · 4918b0fcd575
- homepage: http://www.fast.ai/2017/07/17/num-lin-alg/ · fetched 2026-08-29 · bd67b5a00981
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| fastai/numerical-linear-algebra | main | 32 |
For agents
markdown · JSON · MCP: product_card(name="fastai/numerical-linear-algebra")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem