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MLflow

The ML lifecycle tool, now tracing model apps and scoring them too.

Observability

The ML lifecycle tool, now tracing model apps and scoring them too. Built by Databricks.

Others in observability

Common questions

Is MLflow free to use?

MLflow is open source and free to run yourself. You still pay whichever model provider you point it at, and this tutorial is free with no signup.

Do I need to know Python to use MLflow?

Basic Python is enough. Functions, dictionaries and imports cover most of what MLflow asks of you.

When should I not use MLflow?

When something else in observability fits the job better. The others in that group are listed below.

Lessons for MLflow are being written. Meanwhile the APIs for AI tutorial covers the same ground: state, tools, loops, memory and human approval. Most of it carries straight over.

Start the APIs for AI tutorial →