FitLab: Machine Learning for Everyone

12 sections · 135 lessons · always free · feel free to buy me a coffee

Learn and build with Botie

Meet Botie. He could use a hand.

Botie starts with the problems people were trying to solve and the ideas they developed along the way. We will work through the pieces before you use them to build a solution of your own. As the problems grow, you will keep using the tools you already understand.

Here is what you get on FitLab.

  1. 01

    History and motivation

    Every lesson is grounded in the history of the mathematics, the logic, and the needs of the time.

  2. 02

    Charts that are real models

    Change the data and the model fits again, so you can test what a method does instead of taking my word for it.

  3. 03

    Accessible to everyone

    You don't need a degree or a strong background in mathematics to make progress. The site teaches the mathematics you need.

  4. 04

    Comprehensive quizzes

    Questions throughout each lesson, so you can feel your knowledge growing.

  5. 05

    Interactive coding challenges

    Challenges specific to the topic at hand, with tests so you can verify your results.