{"adoption": {"forks": 410, "observed_at": "2026-08-28T04:08:41.738004+00:00", "stars": 4309}, "canonical_url": "https://ross.abutalabs.com/products/ai-infra-from-zero-to-hero", "card": {"archived": false, "artifact_type": "learning-resource", "description": "🚀 Awesome System for Machine Learning ⚡️ AI System Papers and Industry Practice. ⚡️ System for Machine Learning, LLM (Large Language Model), GenAI (Generative AI). 🍻 OSDI, NSDI, SIGCOMM, SoCC, MLSys, etc. 🗃️ Llama3, Mistral, etc. 🧑‍💻 Video Tutorials. ", "domain": ["machine-learning", "deep-learning", "large-language-models", "gpu-computing", "tutorials", "awesome-lists"], "enriched": true, "function": ["llm-inference", "llm-training", "machine-learning", "deep-learning", "gpu-computing"], "health_score": 40, "homepage": "https://huaizheng.xyz/", "language": null, "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["HuaizhengZhang/AI-Infra-from-Zero-to-Hero"], "name": "HuaizhengZhang/AI-Infra-from-Zero-to-Hero", "platform": ["cross-platform"], "pushed_at": "2025-07-25T02:24:35+00:00", "repo": "HuaizhengZhang/AI-Infra-from-Zero-to-Hero", "stars": 4309, "tags": ["awesome-list", "mlsys", "ai-infrastructure", "model-serving", "research-papers", "video-tutorials"], "topics": ["large-language-models", "ai-infra", "genai", "mlsys", "model-serving", "model-training", "llmsys"], "urls": [], "use_cases": ["learn AI infrastructure from research papers", "find papers on LLM training and serving systems", "study MLSys and OSDI conference papers on ML systems", "get video tutorials explaining vLLM and LLM serving internals", "find resources on machine learning systems engineering", "prepare for research in AI systems and infrastructure"], "what_it_is": "A curated awesome-list of research papers, industry practices, and video tutorials on systems for machine learning, LLMs, and generative AI. It organizes resources by ML/DL infrastructure, LLM training and serving, and domain-specific systems, tied to top systems conferences like OSDI, NSDI, and MLSys.", "when_to_avoid": ["you need runnable software or a production tool rather than a reading list", "you want beginner tutorials on using ML frameworks rather than systems research", "you need up-to-date product documentation for a specific serving framework"], "when_to_choose": ["you want a curated, categorized reading list of ML/LLM systems research", "you prefer learning via video walkthroughs of real systems like vLLM", "you need pointers to code implementations alongside papers", "you are a student or researcher entering the MLSys field"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ai-infra-from-zero-to-hero", "repo": "HuaizhengZhang/AI-Infra-from-Zero-to-Hero", "role": "main", "score": 47}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:41.738004+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:21:47.786132+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e5fb497e64a586219f0378040d1791da15d84fdd880830d32fc957defa1f", "fetched_at": "2026-08-28T04:08:41.738004+00:00", "kind": "readme", "missing": false, "url": "https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero"}, {"content_hash": "dd3c8fc3b13a736e9729ff3febdbe25edb7908922d3fe0841f11c49fdfb2224c", "fetched_at": "2026-08-29T09:11:11.624789+00:00", "kind": "homepage", "missing": false, "url": "https://huaizheng.xyz/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 33, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2795, "days_push": 405, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 47, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}