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MLflow

An open-source platform from Databricks that manages the entire machine-learning lifecycle with experiment tracking, model packaging, registry and deployment.

Introduction

Overview

MLflow is an open-source platform created by Databricks to streamline every phase of the ML lifecycle—from experimentation to production deployment.

Key Capabilities
  • Experiment tracking and comparison
  • Reproducible ML projects & model packaging
  • Central Model Registry with CI/CD hooks
  • Built-in model serving & arbitrary deployment targets
  • Native support for GenAI/LLMOps workflows

Information

  • Websitemlflow.org
  • AuthorsDatabricks
  • Published date2018/06/05

Categories