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MLflow

by Databricks (Open Source)

Open source platform for ML lifecycle

MLflow is an open-source platform for managing the ML lifecycle, including experimentation, reproducibility, and deployment. Now includes LLM-specific tracking and evaluation features.

Ease of Use
0/10
Community
0/10
Performance
0/10
Documentation
0/10

🎯 Key Features

Experiment tracking

Model registry

Model deployment

LLM tracking

Prompt engineering

Evaluation metrics

Artifact storage

Project packaging

REST API

Strengths

Open source

Industry standard

Flexible architecture

Strong community

Free forever

Limitations

Not LLM-focused

Basic UI

Manual setup

Limited LLM features

Best For

  • ML teams
  • Model lifecycle management
  • Self-hosted requirements
  • Databricks users

Not Recommended For