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Determined vs OpenML

Both stand on experiment tracking. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

Determined

Free plan LinuxWeb

Determined combines free access with GPU and distributed training support across Linux and web platforms. It fits teams whose training workflows match its Python and multi-target scope.

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OpenML

Free plan APIWeb

OpenML brings datasets, benchmark tasks, experiment tracking, and citation support together for machine-learning work. Consider its account requirement for uploads and rate limits for unauthenticated access when deciding how to use it.

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The facts

DeterminedOpenML
Free planYesYes
Open sourceNot publishedNot published
Runs onLinux, WebAPI, Web
Lowest paid planNot publishedFree or on request
Plans publishedNone1
MakerNot publishedNot published
Websitehpe.comopenml.org
On experiment tracking#14 of 22#10 of 22

Determined: what it does well

  • Free plan available
  • Linux and web platforms
  • GPU acceleration
  • Distributed training
  • Python support

What to know first

  • Only Python is listed
  • Training-focused scope

OpenML: what it does well

  • Standardized tasks use fixed evaluation protocols.
  • Datasets are uniformly formatted and versioned.
  • Automatic tracking covers flows and experiment runs.
  • DOIs are available for datasets, flows, and runs.
  • REST API offers XML and JSON endpoints.

What to know first

  • Unauthenticated data access is rate-limited.
  • Uploading and managing resources requires an account.
  • API authentication requires a signed-in profile key.

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