{"adoption": {"forks": 414, "observed_at": "2026-08-28T04:07:11.863668+00:00", "stars": 2711}, "canonical_url": "https://ross.abutalabs.com/products/huggingface-cookbook", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Open-source AI cookbook", "domain": ["machine-learning", "large-language-models", "artificial-intelligence", "tutorials", "deep-learning"], "enriched": true, "function": ["machine-learning", "llm-inference", "llm-training", "rag", "agent-framework", "developer-tools"], "health_score": 80, "homepage": "https://huggingface.co/learn/cookbook", "language": "Jupyter Notebook", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["huggingface/cookbook"], "name": "huggingface/cookbook", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-25T13:18:33+00:00", "repo": "huggingface/cookbook", "stars": 2711, "tags": ["jupyter-notebooks", "cookbook", "hugging-face", "open-source-models", "examples", "fine-tuning", "ai-agents"], "topics": [], "urls": [], "use_cases": ["learn how to fine-tune LLMs with TRL and GRPO", "build a RAG pipeline with open-source models", "create AI agents with Hugging Face tools", "find practical notebook examples for machine learning tasks", "post-train a vision-language model for reasoning", "fine-tune LLMs for function calling", "optimize language models with DSPy"], "what_it_is": "A community-driven collection of Jupyter notebooks from Hugging Face demonstrating practical AI application building with open-source tools and models. It covers tasks like fine-tuning, RAG, agents, and inference, published as part of Hugging Face's learn documentation.", "when_to_avoid": ["you need production-ready software or a maintained library rather than tutorials", "you want a structured course with assessments instead of standalone notebooks", "you need vendor-neutral content independent of the Hugging Face ecosystem"], "when_to_choose": ["you want hands-on, executable notebook examples using open-source models", "you are learning Hugging Face ecosystem tools like Transformers, TRL, and PEFT", "you need practical recipes for LLM fine-tuning, agents, or RAG", "you prefer community-driven, permissively licensed educational content"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/huggingface-cookbook", "repo": "huggingface/cookbook", "role": "main", "score": 71}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:11.863668+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:15:34.595894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d67459971e1c92e4686c13ae9f885efe09d67ead64c9cefa5dc088cbd76497a5", "fetched_at": "2026-08-28T04:07:11.863668+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/cookbook"}, {"content_hash": "beb6ec27c088519ffcddb22939c167f6fabfd3c41402067526167324a10768fe", "fetched_at": "2026-08-29T09:58:39.439170+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/learn/cookbook"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T09:58:39.441779+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "de6b7a178be544927ffd2e1990e33adcbee1bf54f7edf74da0714c6a3803ec65", "fetched_at": "2026-08-29T09:58:39.444857+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/pricing"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 72, "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": 1013, "days_push": 8, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 71, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}