{"adoption": {"forks": 1250, "observed_at": "2026-08-28T04:09:41.431747+00:00", "stars": 6294}, "canonical_url": "https://ross.abutalabs.com/products/topdeeplearning", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A list of popular github projects related to deep learning", "domain": ["deep-learning", "machine-learning", "tutorials", "awesome-lists"], "enriched": true, "function": ["deep-learning", "machine-learning"], "health_score": 76, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["aymericdamien/TopDeepLearning"], "name": "aymericdamien/TopDeepLearning", "platform": ["python"], "pushed_at": "2026-07-15T02:19:53+00:00", "repo": "aymericdamien/TopDeepLearning", "stars": 6294, "tags": ["awesome-list", "curated-list", "ranked-projects", "tensorflow", "pytorch"], "topics": ["deep-learning", "machine-learning", "tensorflow", "pytorch"], "urls": [], "use_cases": ["find popular deep learning projects on github", "discover top machine learning frameworks", "list of best deep learning libraries ranked by stars", "where to start learning deep learning tools", "compare tensorflow and pytorch ecosystem projects", "curated awesome list of deep learning repos"], "what_it_is": "A curated, star-ranked list of popular GitHub projects related to deep learning. It serves as a discovery resource for finding frameworks, tools, and libraries in the deep learning ecosystem.", "when_to_avoid": ["you need in-depth tutorials or documentation rather than a project list", "you want a maintained software library rather than a curated index", "you need exhaustive coverage of niche deep learning tools"], "when_to_choose": ["you want a quick, star-ranked overview of the deep learning ecosystem", "you're exploring which deep learning frameworks or tools to adopt", "you need a starting point for discovering AI/ML open-source projects"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/topdeeplearning", "repo": "aymericdamien/TopDeepLearning", "role": "main", "score": 74}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:41.431747+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:46:17.230774+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eba5fd417359e69b7fcf5485e9fa3864abfa0661c81a7ab5e7ce0cf531274e63", "fetched_at": "2026-08-28T04:09:41.431747+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aymericdamien/TopDeepLearning"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 92, "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": 3780, "days_push": 50, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 74, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}