{"adoption": {"forks": 237, "observed_at": "2026-08-28T04:06:25.158467+00:00", "stars": 2195}, "canonical_url": "https://ross.abutalabs.com/products/wwwmlcompendiumcom", "card": {"archived": false, "artifact_type": "learning-resource", "description": "The Machine Learning & Deep Learning Compendium was a list of references in my private & single document, which I curated in order to expand my knowledge, it is now an open knowledge-sharing project compiled using Gitbook.", "domain": ["machine-learning", "deep-learning", "data-science", "computer-vision", "tutorials", "awesome-lists"], "enriched": true, "function": ["documentation", "developer-tools"], "health_score": 36, "homepage": "https://www.mlcompendium.com", "language": null, "license": null, "license_family": "other", "maturity": "active", "member_repos": ["orico/www.mlcompendium.com"], "name": "orico/www.mlcompendium.com", "platform": ["cross-platform"], "pushed_at": "2025-06-19T16:59:50+00:00", "repo": "orico/www.mlcompendium.com", "stars": 2195, "tags": ["gitbook", "curated-list", "reference", "education", "knowledge-base", "statistics", "product-management", "ux-design", "natural-language-processing", "web-server"], "topics": ["machine-learning", "deep-learning", "algorithms", "product-management", "ux-design", "ux-research", "ux-experience", "marketing", "full-stack", "statistics", "probability", "gitbook", "data-science", "mlcompendium"], "urls": [], "use_cases": ["find learning resources for machine learning algorithms", "study deep learning fundamentals and techniques", "look up NLP and computer vision reference material", "learn data science management and team building practices", "find curated articles on statistics and probability", "explore time series and anomaly detection topics", "get a broad overview of the ML landscape before interviews"], "what_it_is": "An open, Gitbook-based compendium of ~500 curated topics covering machine learning, deep learning, NLP, computer vision, time series, and data science management. It aggregates summaries, links, and articles as a free educational reference for learners at all levels.", "when_to_avoid": ["you need executable code, tutorials with exercises, or a structured course", "you want up-to-date cutting-edge research papers rather than curated references", "you need a single authoritative textbook-style treatment of one topic"], "when_to_choose": ["you want a free, curated index of ML/DL reading material across many subfields", "you need quick summaries and links rather than runnable code", "you are a beginner or practitioner building a structured learning path", "you also care about the product, design, and management side of data science"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/wwwmlcompendiumcom", "repo": "orico/www.mlcompendium.com", "role": "main", "score": 44}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:25.158467+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:47:15.404999+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4a6e2533f4de368d4ed116f34bf567283b71f82ab47ad0aa59722d23d1dacea", "fetched_at": "2026-08-28T04:06:25.158467+00:00", "kind": "readme", "missing": false, "url": "https://github.com/orico/www.mlcompendium.com"}, {"content_hash": "595bee08cd4af72f86c446ba5f120a5174844ed9f306f3dbc4424991368296a7", "fetched_at": "2026-08-29T10:28:02.024533+00:00", "kind": "homepage", "missing": false, "url": "https://www.mlcompendium.com"}, {"content_hash": "bad628248bc24cb64f8ae155384cbe35fc6f38565a192ff57acf47ffba1b3475", "fetched_at": "2026-08-29T10:28:02.034039+00:00", "kind": "site_page", "missing": false, "url": "https://www.mlcompendium.com/validation-and-evaluation/features"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 27, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1850, "days_push": 440, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 44, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}