Hands-on machine learning explorations
A collection of interactive demos illustrating key machine learning concepts. This was built to make AI tangible and explorable for everyone.
full teaching course
This course is for students who want to build practical data science skills. You will learn to run a full data science project from question to conclusion, guided by the CRISP-DM process throughout. By the end, you'll have gathered experience in discovering worthwhile challenges to address (innovation mindset), cleaning and exploring real datasets, training and evaluating models, and communicating results honestly and well with stakeholders. The technical layer is only a middle layer: The before and after are at least as important.