We are making a full set of slides for a Machine Learning course freely available online for you to reuse or adapt. The slides have been compiled for the “Machine Learning and AI for Data Science” lecture series at the University of Konstanz, Germany, held by Prof. Dr. Michael Berthold.
This series of lectures follows the recently released book, Guide to Intelligent Data Science (Springer, 2020).
The slides are assembled into 19 topics that can be combined to cover 13 lessons of 90 minutes, each examining the basic principles of machine learning, decision trees, regressions, ensemble learning, clustering, neural networks, deep learning, Support Vector Machines, recommendation engines, data visualization, deployment, and much more.
The set of slides is now freely available to download, reuse, and adapt from the official Guide to Intelligent Data Science book website.
You'll find the slides in the Teaching Material section of the site.
We hope you enjoy the teaching materials and please share your feedback with us at academia@knime.com
P.S. Keep an eye on this page. We might add more educational material from time to time.