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Kubeflow vs MLflow

Kubeflow: Open source toolkit for running ML workloads on Kubernetes MLflow: Open source platform for tracking and evaluating AI models

Comparison of Kubeflow, MLflow
Kubeflow
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MLflow
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CategoryMLOpsMLOps
PricingOpen sourceOpen source
Platforms–
  • API
Best for
  • Platform engineers
  • ML engineers
  • Data teams
  • ML engineers
  • Data scientists
  • AI developers
Highlights
  • Interactive notebooks on Kubernetes
  • Distributed training across frameworks such as PyTorch and JAX
  • Automated tuning of model hyperparameters
  • 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
GitHub stars16k28.7k
Last update1 month ago2 days ago

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