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Ray vs ZenML

Ray: Open source Python framework for scaling AI and ML workloads ZenML: Open source framework for portable ML and AI pipelines

Comparison of Ray, ZenML
Ray
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ZenML
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CategoryMLOpsMLOps
PricingOpen sourceApache-2.0 licenceOpen source
Best for
  • ML engineers
  • Data platform teams
  • Backend teams
  • ML engineers
  • Data teams
  • Platform teams
Highlights
  • Run ordinary Python code across many machines
  • Distributed training for machine learning models
  • Model serving with independent scaling per model
  • Write ML pipelines in Python that move between environments
  • Import agent traces from Langfuse, LangSmith and Braintrust
  • Read agent code from GitHub to find evaluation gaps
GitHub stars44.2k5.6k
Last update2 days ago2 days ago

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