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Polyaxon

MLOps & Monitoring

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About Polyaxon

A platform for automating, tracking, and reproducing deep learning and ML workflows that deploys on Kubernetes and supports experiment management, pipelines, and optimization.

Key Features

  • Experimentation & tracking — track runs, parameters, and metrics with dashboards.
  • Automation & pipelines — DAGs, hyperparameter optimization, parallel executions, and schedules.
  • Platform management — manage teams, agents, projects, and Kubernetes-native deployments.
  • SDK & CLI — programmatic interaction, Polyaxonfile specification, and integration capabilities.

Use Cases & Best For

Kubernetes-based teams needing a full platform to run, reproduce, and automate ML workloads.
Organizations that want experiment tracking combined with pipeline automation and optimization engines.

About MLOps & Monitoring

Model operations and lifecycle management