← All projects
Learning resources

Awesome MLOps

A curated list of tools and reading for running machine learning projects in real-world use.

New this week

What it does

MLOps means the practices and tools for building, launching and looking after machine learning systems. This is a curated list of such tools.

It is grouped by topic, such as automated machine learning, data checking, feature stores, model serving, monitoring and fairness. It also lists articles, books, podcasts and events.

Who it's for

Data scientists and engineers looking for MLOps tools and learning material.

Can I use it without coding?

Yes. It's a list you read in a browser. New to this? Start here.

Can I run it?

Cost
FreeNothing to pay or sign up for.
Runs on
Web browser
Computer
An ordinary computer is fine
API key
Not needed

Try it

  1. Open the list and jump to the topic you're interested in.

Using Claude Code, Cursor or another AI coding assistant? Paste the prompt and it will walk you through the setup.New to this?

Before you install

  • Only download from the official GitHub page. Copies with similar names exist for many popular projects.
  • No standard license listed. Check the GitHub page before using it for business.
  • More on staying safe