Machine learning skill: learn, explain, and implement ML algorithms from scratch.
Based on trekhleb/homemade-machine-learning (MIT, 22k+ ⭐)
> 📦 Install: clawhub install homemade-machine-learning-skill
5 algorithms · 11 interactive notebooks · math explained · Python code included
bash scripts/ml-notebook-finder.sh explain "linear regression"
bash scripts/ml-notebook-finder.sh explain "neural network"
bash scripts/ml-notebook-finder.sh explain "kmeans"
bash scripts/ml-notebook-finder.sh notebook "logistic regression"
bash scripts/ml-notebook-finder.sh notebook "anomaly detection"
bash scripts/ml-notebook-finder.sh code "linear regression"
bash scripts/ml-notebook-finder.sh code "kmeans"
bash scripts/ml-notebook-finder.sh path beginner
bash scripts/ml-notebook-finder.sh path intermediate
bash scripts/ml-notebook-finder.sh path advanced
bash scripts/ml-notebook-finder.sh list
| Algorithm | Type | Notebooks | Use Case |
|---|---|---|---|
| ----------- | ------ | ----------- | ---------- |
| linear regression | supervised | 3 | price prediction, forecasting |
| logistic regression | supervised | 4 | classification, MNIST |
| neural network (MLP) | supervised | 2 | image recognition, deep learning |
| k-means | unsupervised | 1 | clustering, segmentation |
| anomaly detection | unsupervised | 1 | fraud detection, monitoring |
MIT License — Original author: trekhleb
Indexed by BytesAgain — AI skill discovery platform
共 1 个版本