What it does
Made With ML is a course that shows how to take a machine learning project from an idea to a working product. It covers testing, tracking, serving a model to users, and automatically retraining it.
It starts from first principles before showing code, and mixes in software-engineering habits. It also teaches how to scale work across many computers.
The lessons are on the course website, and this repository holds the code that goes with them.
Who it's for
Developers, data scientists, recent graduates and technical managers who want practical, industry-style skills.
Can I use it without coding?
Developers only. The course expects you to set up Python environments and run code from the terminal. New to this? Start here.
Can I run it?
- Cost
- FreeNothing to pay or sign up for.
- Runs on
- Web browser, Mac, Windows, Cloud
- Computer
- An ordinary computer is fine
- Privacy
- Your choice: run it on your device or use an online service
- API key
- Not needed
Try it
- Read the lessons on the course website.
- Set up the course code on your own laptop, or in a cloud workspace such as Anyscale.
- Work through the notebook first, then the cleaner scripts for training and deployment.
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.
- License (MIT): Very permissive: free to use, change and share, including for business.
- More on staying safe