Max Kuhn

Kjell Johnson




Welcome! Machine learning is a practiced art. We’ve created a set of applied exercises for each chapter that can help readers learn more by working with different data sets.

They are organized by chapter and, within the chapter, by the data set.


This work is licensed under CC BY-NC-SA 4.0

This license requires that reusers give credit to the creator. It allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, for noncommercial purposes only. If others modify or adapt the material, they must license the modified material under identical terms.

  • BY: Credit must be given to you, the creator.
  • NC: Only noncommercial use of your work is permitted. Noncommercial means not primarily intended for or directed towards commercial advantage or monetary compensation.
  • SA: Adaptations must be shared under the same terms.

Are There Solutions?

Not yet.

We’re unsure how to share them without being the “Solutions Cops” or making them freely available (which is not great for classes).

Can I contribute?

We would love contributions. See the contributing page for more details.