{"adoption": {"forks": 2784, "observed_at": "2026-08-28T04:10:23.104084+00:00", "stars": 8488}, "canonical_url": "https://ross.abutalabs.com/products/machine-learning-collection", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A resource for learning about Machine learning & Deep Learning", "domain": ["machine-learning", "deep-learning", "tutorials", "data-science"], "enriched": true, "function": ["machine-learning", "deep-learning", "data-science"], "health_score": 20, "homepage": "https://www.youtube.com/c/AladdinPersson", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["aladdinpersson/Machine-Learning-Collection"], "name": "aladdinpersson/Machine-Learning-Collection", "platform": ["python"], "pushed_at": "2024-08-17T12:31:20+00:00", "repo": "aladdinpersson/Machine-Learning-Collection", "stars": 8488, "tags": ["pytorch", "tensorflow", "tutorials", "example-code", "youtube-videos", "neural-networks", "gan", "computer-vision"], "topics": ["pytorch", "pytorch-implementation", "pytorch-tutorial", "pytorch-gan", "pytorch-examples", "tensorflow2", "tensorflow-tutorials", "tensorflow-examples", "machine-learning", "machine-learning-algorithms", "pytorch-tutorials"], "urls": [], "use_cases": ["learn pytorch with example code", "implement machine learning algorithms from scratch", "understand GANs with a tutorial", "see CNN architecture implementations like ResNet", "learn tensorflow 2 basics", "find reference code for k-means or KNN", "get started with pytorch lightning"], "what_it_is": "A collection of tutorials and example implementations for machine learning and deep learning in Python, covering algorithms from scratch, PyTorch, and TensorFlow. It pairs code with YouTube video walkthroughs and is intended as a learning resource and reference lookup.", "when_to_avoid": ["you need production-ready, maintained ML libraries", "you want comprehensive documentation or guaranteed updates", "you need advanced or state-of-the-art model training pipelines"], "when_to_choose": ["you want clear, minimal example code to learn ML/DL concepts", "you prefer video walkthroughs alongside code", "you need a reference implementation of a classic algorithm or architecture"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/machine-learning-collection", "repo": "aladdinpersson/Machine-Learning-Collection", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.104084+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:26:49.822231+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81afb6633fcb957a214cd0d870391207bf52c07e13936a778710b2b58559ab56", "fetched_at": "2026-08-28T04:10:23.104084+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aladdinpersson/Machine-Learning-Collection"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:26:53.028289+00:00", "kind": "homepage", "missing": false, "url": "https://www.youtube.com/c/AladdinPersson"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "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": 2351, "days_push": 746, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}