{"adoption": {"forks": 876, "observed_at": "2026-08-28T04:10:23.665051+00:00", "stars": 8585}, "canonical_url": "https://ross.abutalabs.com/products/effectivetensorflow", "card": {"archived": false, "artifact_type": "learning-resource", "description": "TensorFlow tutorials and best practices.", "domain": ["deep-learning", "machine-learning", "tutorials"], "enriched": true, "function": ["machine-learning", "deep-learning"], "health_score": 20, "homepage": "https://twitter.com/VahidK", "language": null, "license": null, "license_family": "other", "maturity": "maintenance", "member_repos": ["vahidk/EffectiveTensorflow"], "name": "vahidk/EffectiveTensorflow", "platform": ["python"], "pushed_at": "2020-10-22T05:26:17+00:00", "repo": "vahidk/EffectiveTensorflow", "stars": 8585, "tags": ["tensorflow", "ebook", "tutorials", "best-practices", "neural-networks"], "topics": ["tensorflow", "neural-network", "deep-learning", "machine-learning", "ebook"], "urls": [], "use_cases": ["learn tensorflow 2 basics", "understand broadcasting in tensorflow", "tensorflow best practices guide", "migrate from tensorflow 1 to tensorflow 2", "learn numerical stability in tensorflow", "deep learning tutorial ebook"], "what_it_is": "Effective TensorFlow 2 is an ebook-style series of tutorials and best practices for TensorFlow 2.x, covering fundamentals like tensors, broadcasting, control flow, and numerical stability. It is an updated version of the popular TensorFlow 1.x guide, with a v1 branch retained for legacy content.", "when_to_avoid": ["you need official, exhaustive API documentation", "you need tutorials for PyTorch or other frameworks", "you need actively updated content for the latest TensorFlow releases"], "when_to_choose": ["you are learning TensorFlow 2.x and want concise, example-driven explanations", "you know NumPy and want to map that knowledge to TensorFlow", "you want a free ebook-style reference on TensorFlow fundamentals"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/effectivetensorflow", "repo": "vahidk/EffectiveTensorflow", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:23.665051+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:26:15.436139+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "42d2da17fac1399080403142a65a1d88679e2f233e7d88a743246b552c19f43b", "fetched_at": "2026-08-28T04:10:23.665051+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vahidk/EffectiveTensorflow"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+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": 3319, "days_push": 2141, "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}}