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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Uses Ray Data to read, transform and write large datasets across a cluster for ML training and batch inference, with streaming execution and optional GPU steps. | Orchestra-Research/ | 13k | 3 repos | ~1.8k | Automated safety check: Pass | MIT | 3 mo ago |
| 2 | Scales PyTorch, TensorFlow and Hugging Face training from a single GPU to multi-node clusters with Ray Train, including Ray Tune sweeps and checkpoint recovery. | Orchestra-Research/ | 13k | 2 repos | ~2.7k | Automated safety check: Pass | MIT | 3 mo ago |
| 3 | Explains machine learning predictions with SHAP: picking the right explainer, computing Shapley values and drawing waterfall, beeswarm, bar and force plots. | davila7/ | 32k | 11 repos | ~4.6k | Automated safety check: Pass | MIT | today |
| 4 | 4.Edit how to use the edit command properly | omegaml/ | 107 | — | ~206 | Automated safety check: Pass | Apache-2.0 | today |
| 5 | Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. | davila7/ | 32k | 9 repos | ~2.3k | Automated safety check: Pass | MIT | today |
| 6 | World-class ML engineering skill for productionizing ML models, MLOps, and building scalable ML systems. | davila7/ | 32k | 2 repos | ~1.4k | Automated safety check: Pass | MIT | today |
| 7 | Train ML models with scikit-learn, PyTorch, TensorFlow. An agent skill from secondsky/claude-skills. | secondsky/ | 227 | — | ~1.7k | Automated safety check: Pass | MIT | 11 days ago |
| 8 | UMAP dimensionality reduction for visualization, clustering prep, and feature engineering. | jaechang-hits/ | 371 | — | ~4.7k | Automated safety check: Pass | BSD-3-Clause | 10 days ago |
| 9 | Onboards users to MLflow by determining their use case (GenAI agents/apps or traditional ML/deep learning) and guiding them through relevant quickstart tutorials and initial integration. | Kilo-Org/ | 190 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | 10 days ago |