{"adoption": {"forks": 4177, "observed_at": "2026-08-28T04:10:45.852908+00:00", "stars": 11008}, "canonical_url": "https://ross.abutalabs.com/products/cs231ngithubio", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Public facing notes page", "domain": ["deep-learning", "computer-vision", "education", "tutorials"], "enriched": true, "function": ["deep-learning", "machine-learning", "computer-vision", "documentation"], "health_score": 69, "homepage": null, "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "stable", "member_repos": ["cs231n/cs231n.github.io"], "name": "cs231n/cs231n.github.io", "platform": ["python"], "pushed_at": "2026-05-14T23:39:55+00:00", "repo": "cs231n/cs231n.github.io", "stars": 11008, "tags": ["course-notes", "stanford", "cnn", "jupyter-notebooks", "assignments", "web-server"], "topics": [], "urls": [], "use_cases": ["learn convolutional neural networks from scratch", "study stanford cs231n course notes", "find assignments for practicing deep learning", "understand backpropagation and cnn architectures", "self-study computer vision with pytorch", "free deep learning course materials"], "what_it_is": "The public course notes and assignments site for Stanford's CS231n: Convolutional Neural Networks for Visual Recognition. It provides written lecture notes and Jupyter Notebook assignments covering deep learning for computer vision.", "when_to_avoid": ["you need a production deep-learning library or tool rather than educational material", "you want up-to-date coverage of transformer-based vision models, as the notes focus on CNN-era content", "you need interactive lectures or graded feedback, which the static notes cannot provide"], "when_to_choose": ["you want a structured, university-quality introduction to CNNs and visual recognition", "you prefer learning through written notes plus hands-on coding assignments", "you are self-studying deep learning for computer vision at no cost"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/cs231ngithubio", "repo": "cs231n/cs231n.github.io", "role": "main", "score": 69}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:45.852908+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:17:13.675355+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0615ab808fb62016152b3bc2cbbeb17c453b83463a192f25b19345dc15534874", "fetched_at": "2026-08-28T04:10:45.852908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/cs231n/cs231n.github.io"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 82, "longevity": 100, "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": 4258, "days_push": 111, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 69, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}