topsoilcommons/machine
Layer 5 of The Ascent (autonomy): machine learning from scratch in NumPy, including a transformer with gradient checks (7 of 7 passing) and a published PyTorch benchmark (4.13x per step at identical size).
Is topsoilcommons/machine beginner-friendly?
We have not seen enough recent pull requests from outside contributors to topsoilcommons/machine to say how often they are merged. 2 beginner-friendly issues are open now.
- Stars
- 0
- Forks
- 1
- Open beginner issues
- 2
- Indexed issues
- 2
- Avg merge
- 1d 2h
- Merged PRs (30d)
- 1
- Dominant language
- Python
- License
- MIT
- Last GitHub push
- Oct 16, 2026
- Latest indexed
- Oct 17, 2026
- Contributing guide
- Contributing guide
- Code of conduct
- No code of conduct
- Beginner labels
- good first issue
How to contribute to topsoilcommons/machine
- Read the contributing guide first: it says how the maintainers want changes proposed, tested and reviewed.
- Your contributions will be published under the project's MIT license.
- Pick one of the 2 open beginner-friendly issues below and comment that you want to work on it before you start.
Loading issues
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good first issue
Difficulty 2/5 1-3 hours Newbie friendliness 82/100
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good first issue
Difficulty 1/5 Under an hour Newbie friendliness 82/100