{"adoption": {"forks": 1188, "observed_at": "2026-08-28T04:08:30.959744+00:00", "stars": 3978}, "canonical_url": "https://ross.abutalabs.com/products/pytorchzerotoall", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Simple PyTorch Tutorials Zero to ALL!", "domain": ["deep-learning", "machine-learning", "tutorials"], "enriched": true, "function": ["machine-learning", "deep-learning"], "health_score": 20, "homepage": "http://bit.ly/PyTorchZeroAll", "language": "Python", "license": null, "license_family": "other", "maturity": "maintenance", "member_repos": ["hunkim/PyTorchZeroToAll"], "name": "hunkim/PyTorchZeroToAll", "platform": ["python"], "pushed_at": "2024-03-23T08:23:14+00:00", "repo": "hunkim/PyTorchZeroToAll", "stars": 3978, "tags": ["pytorch", "tutorial", "lecture-slides", "video-lectures", "beginner"], "topics": ["deeplearning", "pytorch", "python", "tutorial", "basic"], "urls": [], "use_cases": ["learn pytorch from scratch", "pytorch tutorial for beginners", "deep learning crash course materials", "understand backpropagation and autograd in pytorch", "learn cnn and rnn with pytorch", "find pytorch lecture slides and videos"], "what_it_is": "A collection of PyTorch tutorial materials including lecture slides and video lectures, designed as a quick 3-4 day crash course for HKUST students. It covers topics from linear models and gradient descent through CNNs, RNNs, and Seq2Seq models.", "when_to_avoid": ["you need up-to-date coverage of modern PyTorch APIs and features", "you want production-grade code or a maintained library", "you need advanced topics like transformers or large-scale training"], "when_to_choose": ["you want a short, structured introduction to PyTorch fundamentals", "you prefer learning from slides paired with video lectures", "you are a student or beginner needing quick 3-4 day coverage of deep learning basics"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/pytorchzerotoall", "repo": "hunkim/PyTorchZeroToAll", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:30.959744+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:24:18.444216+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ff333f7c45115823650d52a3286e2200be731d81c28512b39b9152cae8c62b45", "fetched_at": "2026-08-28T04:08:30.959744+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hunkim/PyTorchZeroToAll"}, {"content_hash": "f5250e6e738dde953dc71e0d0593bca01d65872eb9dc6bb6188c37a9b3d58b2f", "fetched_at": "2026-08-29T09:17:37.797283+00:00", "kind": "homepage", "missing": false, "url": "http://bit.ly/PyTorchZeroAll"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+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": 3255, "days_push": 893, "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}}