{"adoption": {"forks": 1182, "observed_at": "2026-08-28T04:07:02.987185+00:00", "stars": 2593}, "canonical_url": "https://ross.abutalabs.com/products/ml-class", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Machine learning lessons and teaching projects designed for engineers", "domain": ["machine-learning", "deep-learning", "tutorials", "education"], "enriched": true, "function": ["machine-learning", "deep-learning", "nlp", "computer-vision"], "health_score": 20, "homepage": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig", "language": "Jupyter Notebook", "license": "GPL-2.0", "license_family": "copyleft", "maturity": "active", "member_repos": ["lukas/ml-class"], "name": "lukas/ml-class", "platform": ["python", "cross-platform"], "pushed_at": "2024-06-27T09:51:07+00:00", "repo": "lukas/ml-class", "stars": 2593, "tags": ["jupyter-notebooks", "tutorials", "deep-learning", "beginner-friendly", "videos", "binder"], "topics": ["machine-learning-tutorials", "deep-learning-tutorials"], "urls": [], "use_cases": ["learn deep learning from scratch", "build my first image classifier", "understand convolutional neural networks with hands-on code", "learn RNNs for time series prediction", "practice text classification and sentiment analysis", "find beginner machine learning tutorials with videos"], "what_it_is": "A collection of bite-sized machine learning and deep learning tutorial projects for engineers, each with starter code in Jupyter Notebooks and an accompanying ~10 minute video. Projects progress from beginner (simple image classifiers) to advanced (RNNs, text generation) with no ML background assumed.", "when_to_avoid": ["you need production ML tooling or a framework", "you want comprehensive theory or a full curriculum", "you need tutorials on modern LLMs or transformer architectures"], "when_to_choose": ["you're an engineer with Python skills but no ML background", "you want short, self-contained projects with video walkthroughs", "you prefer learning by running runnable notebook code"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ml-class", "repo": "lukas/ml-class", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:02.987185+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:22:16.690059+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "713098925b01dca8a42ba7198f9f6ee73ad2b3708e48d58a2c40540c105a02c0", "fetched_at": "2026-08-28T04:07:02.987185+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukas/ml-class"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T10:04:29.018791+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig"}], "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": 4019, "days_push": 797, "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}}