{"adoption": {"forks": 163, "observed_at": "2026-08-28T04:05:16.674586+00:00", "stars": 1649}, "canonical_url": "https://ross.abutalabs.com/products/transformers-recipe", "card": {"archived": false, "artifact_type": "learning-resource", "description": "🧠 A study guide to learn about Transformers", "domain": ["deep-learning", "machine-learning", "tutorials"], "enriched": true, "function": ["documentation", "developer-tools"], "health_score": 20, "homepage": null, "language": null, "license": "CC0-1.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["dair-ai/Transformers-Recipe"], "name": "dair-ai/Transformers-Recipe", "platform": [], "pushed_at": "2023-06-03T23:03:37+00:00", "repo": "dair-ai/Transformers-Recipe", "stars": 1649, "tags": ["transformers", "study-guide", "curated-resources", "nlp", "attention-mechanism", "natural-language-processing", "web-server"], "topics": ["deep-learning", "natural-language-processing", "machine-learning", "ai", "nlp"], "urls": [], "use_cases": ["learn how transformer models work", "find resources to understand attention mechanism", "study transformers from scratch", "get a guided path into NLP deep learning", "find illustrated explanations of transformers", "prepare for studying modern LLM architectures"], "what_it_is": "A curated study guide of links and materials for learning about Transformer models in deep learning and NLP. It organizes high-level introductions, illustrated explanations, technical summaries, and from-scratch implementation tutorials.", "when_to_avoid": ["you need runnable code or a software library", "you want an up-to-date guide with recent model coverage", "you need interactive exercises or assessments"], "when_to_choose": ["you want a curated, structured reading path for learning transformers", "you prefer links to high-quality external tutorials and lectures", "you are a student or practitioner new to transformer architectures"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/transformers-recipe", "repo": "dair-ai/Transformers-Recipe", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:16.674586+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:45:08.396065+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2458d55649f66f4a633867fc45d0ae9a20e2def8d256db5f02847bee57330e0", "fetched_at": "2026-08-28T04:05:16.674586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dair-ai/Transformers-Recipe"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "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": 1719, "days_push": 1187, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}