{"adoption": {"forks": 607, "observed_at": "2026-08-28T04:05:53.642814+00:00", "stars": 1917}, "canonical_url": "https://ross.abutalabs.com/products/handson-mlp", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, PyTorch, and Hugging Face libraries.", "domain": ["machine-learning", "deep-learning", "tutorials", "education"], "enriched": true, "function": ["machine-learning", "deep-learning", "data-science"], "health_score": 64, "homepage": null, "language": "Jupyter Notebook", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["ageron/handson-mlp"], "name": "ageron/handson-mlp", "platform": ["python", "cross-platform"], "pushed_at": "2026-03-19T20:56:56+00:00", "repo": "ageron/handson-mlp", "stars": 1917, "tags": ["jupyter-notebooks", "scikit-learn", "pytorch", "hugging-face", "oreilly-book-companion", "hands-on-exercises"], "topics": [], "urls": [], "use_cases": ["learn machine learning fundamentals in python", "learn deep learning with pytorch", "find exercises and solutions for hands-on ml book", "get started with scikit-learn and hugging face", "run ml tutorials in colab", "study neural networks with worked notebooks"], "what_it_is": "A collection of Jupyter notebooks teaching machine learning and deep learning fundamentals in Python using Scikit-Learn, PyTorch, and Hugging Face. It serves as the companion code and exercise solutions for the O'Reilly book 'Hands-on Machine Learning with Scikit-Learn and PyTorch'.", "when_to_avoid": ["you need production-ready ML code or a library to import", "you want the TensorFlow/Keras edition of the book (use ageron/handson-ml3)", "you need a course with videos or graded assignments"], "when_to_choose": ["you want a structured, book-backed path from ML basics to deep learning", "you prefer learning through runnable Jupyter notebooks with exercises", "you want to learn PyTorch and Hugging Face after knowing scikit-learn"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/handson-mlp", "repo": "ageron/handson-mlp", "role": "main", "score": 52}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:53.642814+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:10:08.399520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "632f9566afdbaea916ab1947afae55294ce1741c7dfbfaa514dc8d8639738819", "fetched_at": "2026-08-28T04:05:53.642814+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ageron/handson-mlp"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 73, "longevity": 34, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 480, "days_push": 167, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 52, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}