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MLflow

MLOps

Ray

MLOps

Popular to compare with MLflow

Comparison of MLflow, Ray
MLflow
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Ray
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CategoryMLOpsMLOps
PricingOpen sourceOpen sourceApache-2.0 licence
Platforms
  • API
–
Best for
  • ML engineers
  • Data scientists
  • AI developers
  • ML engineers
  • Data platform teams
  • Backend teams
Highlights
  • Traces of LLM apps and agents built on OpenTelemetry
  • Evaluations with 50+ built-in metrics and LLM judges
  • Prompt versioning and testing with lineage tracking
  • Run ordinary Python code across many machines
  • Distributed training for machine learning models
  • Model serving with independent scaling per model
GitHub stars28.7k44.2k
Last update2 days ago2 days ago

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