{"adoption": {"forks": 436, "observed_at": "2026-08-28T04:07:47.314519+00:00", "stars": 3168}, "canonical_url": "https://ross.abutalabs.com/products/skflow", "card": {"archived": true, "artifact_type": "library", "description": "Simplified interface for TensorFlow (mimicking Scikit Learn) for Deep Learning", "domain": ["machine-learning", "deep-learning"], "enriched": true, "function": ["machine-learning", "deep-learning"], "health_score": 10, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["tensorflow/skflow"], "name": "tensorflow/skflow", "platform": ["python"], "pushed_at": "2021-08-30T20:14:47+00:00", "repo": "tensorflow/skflow", "stars": 3168, "tags": ["scikit-learn", "tensorflow", "deprecated", "merged-upstream"], "topics": [], "urls": [], "use_cases": ["train neural networks with a scikit-learn fit/predict API", "build deep learning classifiers and regressors in TensorFlow", "experiment with TensorFlow models using familiar sklearn-style code"], "what_it_is": "A simplified Scikit Learn-style interface for TensorFlow deep learning, providing estimators for neural networks. It was merged into TensorFlow's contrib/learn module and this repository is no longer maintained.", "when_to_avoid": ["starting any new project - it was merged into TensorFlow and later removed", "using modern TensorFlow versions where contrib/learn no longer exists", "needing maintained deep learning estimator APIs - use tf.keras or scikit-learn instead"], "when_to_choose": ["studying the historical origins of tf.contrib.learn / TF Learn", "maintaining legacy code that depends on the skflow package"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/skflow", "repo": "tensorflow/skflow", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.314519+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:45:31.549998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ed03a7964fe28b3207576ab047b988689b32e4fbd15aaf3fff2e7fc5c0b692cc", "fetched_at": "2026-08-28T04:07:47.314519+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/skflow"}, {"content_hash": "2312d29c9db370f7401af9ec97c109cb97a5d64d97deb5ccc4a9e1afe2e5cbff", "fetched_at": "2026-08-29T09:39:42.557986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/skflow/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3941, "days_push": 1829, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}