MLflow
Open-source platform for the ML lifecycle — experiment tracking, model registry, packaging, and deployment.
MLOps Intermediate
Category
MLOps
Difficulty
Intermediate
When to use
You need experiment tracking and a model registry without buying a full MLops platform, and you want something self-hostable.
When not to use
You're a solo researcher running ten experiments a month — a spreadsheet or Weights & Biases free tier is easier.
Alternatives
Weights & Biases Neptune Comet ClearML