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DagsHub vs ZenML

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

DagsHub

Free plan APILinuxMac+3

DagsHub provides a shared workspace for machine-learning data and project lifecycle management, with curation and experiment tools. Its free tier has stated private-use limits, and compute must come from separate infrastructure.

Visit DagsHub

ZenML

Free plan APILinuxMac+3

ZenML provides pipeline orchestration with versioning, caching, and flexible deployment choices. The free self-hosted plan is available, while Scale has a listed monthly price and Enterprise pricing is custom.

Visit ZenML

The facts

DagsHubZenML
Free planYesYes
Open sourceNoNot published
Runs onAPI, Linux, Mac, Self-hosted, Web, WindowsAPI, Linux, Mac, Self-hosted, Web, Windows
Lowest paid planTeam: $99 per user a monthScale: $999 per workspace a month
Plans published53
MakerNot publishedNot published
Websitedagshub.comzenml.io
On model registry software#3 of 36#10 of 36

DagsHub: what it does well

  • Brings code, data, experiments, and models together.
  • Supports multimodal datasets including video and medical imaging.
  • Data Engine includes lineage and hard-example mining.
  • Provides MLflow and Label Studio API support.
  • Offers a free Individual plan.

What to know first

  • DagsHub does not provide compute resources.
  • Free private experiments are limited to 100.
  • Free storage is limited to 20GB.

ZenML: what it does well

  • Pipelines run across several platforms without code rewrites.
  • Versions models and evaluation datasets.
  • Caches results when code and inputs are unchanged.
  • Offers local, SaaS, and self-hosted deployment.
  • Free plan includes unlimited executions and projects.

What to know first

  • Scale costs $999 a month.
  • Scale includes 2,000 executions per workspace monthly.
  • No free trial is listed.
  • Managed compute is not offered.

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