{"adoption": {"forks": 214, "observed_at": "2026-08-28T04:03:56.962936+00:00", "stars": 1196}, "canonical_url": "https://ross.abutalabs.com/products/autodl", "card": {"archived": false, "artifact_type": "library", "description": "Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL challenge@NeurIPS. ", "domain": ["machine-learning", "deep-learning", "artificial-intelligence", "data-science"], "enriched": true, "function": ["machine-learning", "deep-learning", "data-science"], "health_score": 20, "homepage": "http://fuzhi.ai", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["DeepWisdom/AutoDL"], "name": "DeepWisdom/AutoDL", "platform": ["python"], "pushed_at": "2022-09-23T22:40:53+00:00", "repo": "DeepWisdom/AutoDL", "stars": 1196, "tags": ["automl", "nas", "neural-architecture-search", "feature-engineering", "model-selection", "multi-label-classification", "autodl-challenge", "lightgbm", "pytorch", "tensorflow", "linux", "gpu"], "topics": ["autodl", "automl", "nas", "feature-engineering", "model-selection", "full-automl", "artificial-intelligence", "lightgbm", "resnet", "pytorch", "tensorflow", "python", "autodl-challenge", "ai", "deeplearning", "data-science", "machine-learning", "big-data", "multi-label", "automated-machine-learning"], "urls": [], "use_cases": ["automatically classify images without writing model code", "build a text classifier with zero manual tuning", "train a tabular data classifier automatically", "classify audio or video datasets hands-free", "run automated machine learning on small datasets", "compare automated models across multiple modalities"], "what_it_is": "AutoDL is a fully automated deep learning framework from DeepWisdom that won the NeurIPS AutoDL challenge. It performs automatic feature engineering, model selection, and hyperparameter tuning for multi-label classification across image, video, audio, text, and tabular data with no human intervention.", "when_to_avoid": ["you need cutting-edge, actively maintained AutoML tooling", "your task is regression or unsupervised learning rather than classification", "you require fine-grained manual control over architectures", "you need support for recent Python or CUDA versions"], "when_to_choose": ["you need fully automated classification across any data modality", "you lack ML expertise and want no manual feature or model tuning", "you need fast baseline models in seconds", "you want a proven competition-winning AutoML pipeline"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/autodl", "repo": "DeepWisdom/AutoDL", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:56.962936+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:22:00.574346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "33555cf9fc4109e075c63acd202d861eb83add9362bed5a8a088b8466c503502", "fetched_at": "2026-08-28T04:03:56.962936+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepWisdom/AutoDL"}, {"content_hash": "12e13cc740039ee6d710de9052fea77cc96c3cb799b0c95b74c0c9481e9fce15", "fetched_at": "2026-08-29T12:29:12.502224+00:00", "kind": "homepage", "missing": false, "url": "http://fuzhi.ai"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-29T12:29:12.511247+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-29T12:29:12.513137+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "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": 2344, "days_push": 1440, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}