{"adoption": {"forks": 1563, "observed_at": "2026-08-28T04:10:39.371848+00:00", "stars": 10052}, "canonical_url": "https://ross.abutalabs.com/products/tpot", "card": {"archived": false, "artifact_type": "library", "description": "A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.", "domain": ["machine-learning", "data-science"], "enriched": true, "function": ["machine-learning", "data-science", "etl"], "health_score": 58, "homepage": "http://epistasislab.github.io/tpot/", "language": "Jupyter Notebook", "license": "LGPL-3.0", "license_family": "copyleft", "maturity": "active", "member_repos": ["EpistasisLab/tpot"], "name": "EpistasisLab/tpot", "platform": ["python", "cross-platform"], "pushed_at": "2025-09-11T21:32:19+00:00", "repo": "EpistasisLab/tpot", "stars": 10052, "tags": ["automl", "genetic-programming", "hyperparameter-optimization", "scikit-learn", "pipeline-optimization", "evolutionary-computation", "feature-engineering", "automation"], "topics": ["machine-learning", "python", "data-science", "automl", "automation", "scikit-learn", "hyperparameter-optimization", "model-selection", "parameter-tuning", "automated-machine-learning", "random-forest", "gradient-boosting", "feature-engineering", "aiml", "alzheimer", "alzheimers", "nia", "u01ag066833", "ag066833", "adsp"], "urls": [], "use_cases": ["automatically find the best machine learning pipeline for my dataset", "automate hyperparameter tuning and model selection", "use genetic programming to optimize an sklearn pipeline", "autoML for feature selection and preprocessing", "compare models and pipelines without manual tuning", "evolve a classification or regression pipeline automatically"], "what_it_is": "TPOT (Tree-based Pipeline Optimization Tool) is a Python automated machine learning library that optimizes scikit-learn machine learning pipelines using genetic programming. It automates pipeline construction, feature selection, model selection, and hyperparameter tuning through evolutionary search.", "when_to_avoid": ["you need deep learning or LLM pipeline optimization", "you want a simple grid search rather than evolutionary optimization", "your data is too large for repeated cross-validation fits during search"], "when_to_choose": ["you want automated pipeline search over scikit-learn estimators", "you need multi-objective or customizable evolutionary AutoML", "you want feature selection and preprocessing optimized together with model choice"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/tpot", "repo": "EpistasisLab/tpot", "role": "main", "score": 44}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:39.371848+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:19:54.001565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0ed5ced7ae63dccbed488294845422bd0b496acb8747697aea7092f6232ee1a9", "fetched_at": "2026-08-28T04:10:39.371848+00:00", "kind": "readme", "missing": false, "url": "https://github.com/EpistasisLab/tpot"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:19:39.820912+00:00", "kind": "homepage", "missing": false, "url": "http://epistasislab.github.io/tpot/"}, {"content_hash": "f23441f6e1a61a98af02bd876793e7d547ea3ec62d693400eca98763e1d5befb", "fetched_at": "2026-08-29T08:19:39.831081+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tpot/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 41, "longevity": 100, "rhythm": 16}, "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": 3956, "days_push": 356, "days_rel": 426, "gap_med": 128, "n_releases_24m": 2}, "score": 44, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}