{"adoption": {"forks": 333, "observed_at": "2026-08-28T04:04:16.042083+00:00", "stars": 1292}, "canonical_url": "https://ross.abutalabs.com/products/info8010-deep-learning", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Lectures for INFO8010 Deep Learning, ULiège", "domain": ["deep-learning", "machine-learning", "tutorials", "education"], "enriched": true, "function": ["machine-learning", "deep-learning", "computer-vision"], "health_score": 88, "homepage": null, "language": "Jupyter Notebook", "license": "BSD-3-Clause", "license_family": "permissive", "maturity": "active", "member_repos": ["glouppe/info8010-deep-learning"], "name": "glouppe/info8010-deep-learning", "platform": ["python", "cross-platform"], "pushed_at": "2026-07-13T09:33:45+00:00", "repo": "glouppe/info8010-deep-learning", "stars": 1292, "tags": ["university-course", "lecture-notes", "jupyter-notebooks", "pytorch", "neural-networks"], "topics": [], "urls": [], "use_cases": ["learn deep learning from scratch", "university-level neural networks course materials", "pytorch tutorial notebooks for training neural networks", "understand convolutional neural networks and computer vision", "study automatic differentiation and backpropagation", "self-study machine learning fundamentals"], "what_it_is": "Lecture materials and Jupyter notebook code for INFO8010 Deep Learning, a university course taught by Gilles Louppe at ULiège. It covers machine learning fundamentals, neural network training, CNNs, computer vision, and more with hands-on PyTorch notebooks.", "when_to_avoid": ["you need production deep learning tooling rather than educational content", "you want a software library or framework to build applications with", "you need certification or instructor feedback from the actual course"], "when_to_choose": ["you want structured, academically rigorous deep learning lectures", "you prefer learning with runnable Jupyter notebook examples in PyTorch", "you need free course material covering ML fundamentals through modern architectures"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/info8010-deep-learning", "repo": "glouppe/info8010-deep-learning", "role": "main", "score": 67}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.042083+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:54:44.251091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "70fc8e4d4de5e26940aa2eee6417dbb8841b97ba17e213593fdd8d013e67e03f", "fetched_at": "2026-08-28T04:04:16.042083+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glouppe/info8010-deep-learning"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 92, "longevity": 100, "rhythm": 16}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3094, "days_push": 51, "days_rel": 467, "gap_med": 101, "n_releases_24m": 2}, "score": 67, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}