{"adoption": {"forks": 973, "observed_at": "2026-08-28T04:04:02.921662+00:00", "stars": 1224}, "canonical_url": "https://ross.abutalabs.com/products/learn_dl", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Deep learning algorithms source code for beginners", "domain": ["deep-learning", "machine-learning", "tutorials"], "enriched": true, "function": ["deep-learning", "machine-learning"], "health_score": 76, "homepage": null, "language": "TeX", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["hanbt/learn_dl"], "name": "hanbt/learn_dl", "platform": ["python"], "pushed_at": "2026-07-20T02:54:27+00:00", "repo": "hanbt/learn_dl", "stars": 1224, "tags": ["educational", "source-code", "beginners", "neural-networks", "python3"], "topics": [], "urls": [], "use_cases": ["learn deep learning algorithms from scratch", "understand how neural networks work internally", "study beginner-friendly deep learning source code", "follow a tutorial series on deep learning fundamentals", "read reference implementations of classic neural network algorithms"], "what_it_is": "A collection of deep learning algorithm implementations written from scratch in Python 3, intended as a learning resource for beginners. It accompanies a series of tutorial articles explaining neural networks and deep learning fundamentals.", "when_to_avoid": ["you need production-ready, optimized deep learning code", "you want GPU acceleration or modern architectures like transformers", "you need a maintained framework with an API and community support"], "when_to_choose": ["you are a beginner wanting to learn deep learning fundamentals without frameworks", "you prefer reading simple from-scratch implementations over production libraries", "you want code that accompanies a structured tutorial series"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/learn_dl", "repo": "hanbt/learn_dl", "role": "main", "score": 74}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:02.921662+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:15:27.569088+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "021ff7fc2f5490039b0ddd7fc70edf82833c7308408ef41f2fe6740adb380833", "fetched_at": "2026-08-28T04:04:02.921662+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanbt/learn_dl"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 93, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3292, "days_push": 44, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 74, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}