Determined: Open Source Deep Learning Training Platform

Determined is a deep learning training platform that makes building models fast and easy. Determined enables you to:

Train models faster using state-of-the-art distributed training, without changing your model code
Automatically find high-quality models with advanced hyperparameter tuning from the creators of Hyperband
Get more from your GPUs with smart scheduling and cut cloud GPU costs by seamlessly using preemptible instances
Track and reproduce your work with experiment tracking that works out-of-the-box, covering code versions, metrics, checkpoints, and hyperparameters

Determined integrates these features into an easy-to-use, high-performance deep learning environment — which means you can spend your time building models instead of managing infrastructure.

To use Determined, you can continue using popular DL frameworks such as TensorFlow and PyTorch; you just need to update your model code to integrate with the Determined API.

Technical Support

Join our Community Slack.\nCheck the repository on GitHub.\nDrop us a line here.

Documentation

The documentation for the latest version of Determined can always be found here, as well as the latest release notes.

License

License can be found here

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Determined enables you to:\n\n- Train models faster using **state-of-the-art distributed training**, without changing your model code\n- Automatically find high-quality models with **advanced hyperparameter tuning** from the creators of Hyperband\n- **Get more from your GPUs** with smart scheduling and cut cloud GPU costs by seamlessly using preemptible instances\n- Track and reproduce your work with **experiment tracking** that works out-of-the-box, covering code versions, metrics, checkpoints, and hyperparameters\n\nDetermined integrates these features into an easy-to-use, high-performance deep learning environment — which means you can **spend your time building models** instead of managing infrastructure.\n\nTo use Determined, you can continue using popular DL frameworks such as TensorFlow and PyTorch; you just need to [update your model code](https://docs.determined.ai/latest/index.html#quick-start) to integrate with the Determined API.\n\n### Technical Support\nJoin our [Community Slack](https://join.slack.com/t/determined-community/shared_invite/zt-cnj7802v-KcVbaUrIzQOwmkmY7gP0Ew).\nCheck the [repository on GitHub](https://github.com/determined-ai/determined).\nDrop us a line [here](https://determined.ai/contact/).\n\n### Documentation\nThe documentation for the latest version of Determined can always be found [here](https://docs.determined.ai/latest/index.html), as well as the latest [release notes](https://docs.determined.ai/latest/release-notes.html).\n\n### License\nLicense can be found [here](https://github.com/determined-ai/determined/blob/master/LICENSE)","displayName","Determined AI",["D",1680648071993],"publisher","latestVersion","collectionCounts","imageUrl","/api/image/partners/-/helm-charts/determined-helm-chart","rawImageUrl","https://dz112fgwz7ogh.cloudfront.net/logos/ISV-OSS-Non-Nvidia-Publishing-DeterminedAI.png","canGuestDownload","latestVersionSizeInBytes","licenseTerms","isMultinodeEnabled","isMultiArchitecture","bias","explainability","privacy","safetyAndSecurity","featureLabels",[],"displayLabels",[240,241,242],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata",{"_210":254,"_244":254,"_245":255,"_247":248},{"_210":250,"_244":251,"_245":252,"_247":248},{"_210":243,"_244":243,"_245":246,"_247":248},"Hyperparameter Tuning","value","filter",{"_249":248,"_244":243},"category","label","field","DL","soln_dl",{"_249":253,"_244":251},"technology","Distributed Training",{"_249":248,"_244":254},{"_120":1238,"_122":1239},"ngcApps",[1191],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1172":1173,"_1174":1175,"_1176":1177,"_1178":1179,"_1180":267,"_151":291,"_1181":1182,"_1183":60,"_1184":99,"_1185":99,"_1186":1187,"_1188":99,"_1189":1190},"amplitude",{"_1169":1170,"_805":-7,"_1171":35},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmVuYWJsZUNzYVdpZGdldCUyMiUzQWZhbHNlJTJDJTIyZW5hYmxlUHJvZHVjdEdyb3VwaW5nQnlTdWJzY3JpcHRpb24lMjIlM0FmYWxzZSUyQyUyMmNvbnRhaW5lclNjYW5uaW5nUmVkZXNpZ25NMSUyMiUzQXRydWUlN0Q=","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1163":1164,"_1165":1166,"_1167":1168},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.10.0","defaultSearchSuggestions",{"_1045":373,"_1046":1047,"_1048":1049,"_1050":1051},"announcements",[],"consentState",{"_330":1035,"_1036":35,"_1037":35,"_1038":99,"_1039":1040},"consentConfig",{"_312":313,"_314":315,"_316":317,"_318":319,"_320":321,"_322":323,"_324":325,"_326":327,"_328":329,"_330":331},"showContactAdmin",1785047148257,[],[],[305,306,307,308,309,310],{"_49":63,"_51":73,"_53":115,"_55":-5,"_57":-5,"_59":60},{"_49":63,"_51":72,"_53":115,"_55":-5,"_57":-5,"_59":60},{"_49":63,"_51":68,"_53":115,"_55":-5,"_57":-5,"_59":60},{"_49":63,"_51":64,"_53":115,"_55":-5,"_57":-5,"_59":60},{"_49":61,"_51":62,"_53":54,"_55":56,"_57":311,"_59":60},{"_49":50,"_51":52,"_53":115,"_55":-5,"_57":-5,"_59":60},4,"mainInfoText","We and our third-party partners (including social media, advertising, and analytics partners) use cookies and other tracking technologies to collect, store, monitor, and process certain information about you when you visit our website. 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users logged in across NVIDIA domains.","api.ngc.nvidia.com","This cookie is managed by AWS and is used for load balancing.","bm_so","This cookie name is used to load the site as quickly as possible and to recognize bots using Akamai.","The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. 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It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","This cookie is associated with Akamai and is used to differentiate between traffic from humans and bots.","nv_co","__uxq412__ses.88c1","learn.learn.nvidia.com","This cookie is associated with the Amazon Web Services Elastic Load Balancing functionality for routing client request on the server.","pctrk","Used to count page views by unauthenticated users against license usage.","bm_s","bpazaws52gukakzc__ctrl0_ctl36_uccaptcha","bm_sv","store.nvidia.com","The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. 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