{"adoption": {"forks": 7306, "observed_at": "2026-08-28T04:10:20.054837+00:00", "stars": 8280}, "canonical_url": "https://ross.abutalabs.com/products/tensorflow-examples-2", "card": {"archived": false, "artifact_type": "learning-resource", "description": "TensorFlow examples", "domain": ["machine-learning", "deep-learning", "tutorials", "education"], "enriched": true, "function": ["machine-learning", "deep-learning", "developer-tools"], "health_score": 80, "homepage": "https://www.tensorflow.org", "language": "Jupyter Notebook", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["tensorflow/examples"], "name": "tensorflow/examples", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-26T22:03:04+00:00", "repo": "tensorflow/examples", "stars": 8280, "tags": ["tensorflow", "jupyter-notebooks", "examples", "sample-code", "courses", "gpu"], "topics": ["tensorflow", "tensorflow-examples"], "urls": [], "use_cases": ["learn tensorflow with runnable notebooks", "find example code for deep learning models", "follow a udacity deep learning course", "get sample code from tensorflow.org tutorials", "contribute community examples to tensorflow", "run mnist classification example in colab"], "what_it_is": "The official TensorFlow examples repository containing showcase notebooks, community examples, and course materials such as the Udacity deep learning class. It supports TensorFlow.org tutorials, blog posts, and official courses with runnable Jupyter Notebook code.", "when_to_avoid": ["you need the TensorFlow library itself rather than examples", "you want production ML pipeline tooling like TFX", "you need PyTorch or another framework's examples"], "when_to_choose": ["you are learning TensorFlow and want runnable example code", "you need reference notebooks accompanying official TensorFlow courses or blog posts", "you want to contribute or browse community ML examples"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/tensorflow-examples-2", "repo": "tensorflow/examples", "role": "main", "score": 67}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:20.054837+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:28:06.865583+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f90186d409fba27764fa89db5d60f9c7518ce2d64f0480151fe3ff04e578188", "fetched_at": "2026-08-28T04:10:20.054837+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/examples"}, {"content_hash": "5242f53e811a12dc2757f727231b0837e04a9145febcebd8e027fce4933740db", "fetched_at": "2026-08-29T08:28:03.728984+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T08:28:03.738170+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T08:28:03.741682+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T08:28:03.745339+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T08:28:03.747441+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "5ca8943386b9763d3cc87bdb14f59a0151fa4d8c7b88ae8e5388cf21b9eec9e4", "fetched_at": "2026-08-29T08:28:03.751265+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/bib"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T08:28:03.743373+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "fd6c6556fa89154c755b87bf5a6cd8d9a77c1e6bacf95e2d09890a702a882d35", "fetched_at": "2026-08-29T08:28:03.749414+00:00", "kind": "site_page", "missing": false, "url": "https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2970, "days_push": 7, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 67, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}