Important announcement

Dear visitor,

Please note that this OpenCourseWare platform will be replaced at the end of 2026 by a new platform (under the same url ocw.tudelft.nl).

Courses and their contents that are currently available the platform will partly be migrated. URL’s for this content will change and content might be unavailable for some time. In addition, some courses will not be available anymore.

If you are linking to specific courses on this platform (for instance for your students), please take timely measures to avoid problems with access. Possible actions are:

  • Download the materials to your local platform (laptop, server)
  • For educators only (including TU Delft lecturers): Contact us at ocw@tudelft.nl and inform us what course you are using in what context (institute, program, period of use, number of students). We will research (in collaboration with the authors of the course) and decide if we will migrate the course, and if yes, can supply you with a new url.

Thank you.

0.1.4 Course Reading Material

Course subject(s) Module 00. Welcome to Supervised Machine Learning! Module 01. Introduction to Supervised Machine Learning

In the lecture videos in this course we will cover all necessary material. However, perhaps sometimes a video goes to quickly, or you are interested to read more? That is why at the beginning of each section we indicate the reading material. In this course we will make use of two books:

    1. (HO) Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition. Author: Aurélien Géron. (sorry, this book is not available freely online…)
    2. (ISLR) An Introduction to Statistical Learning: With Applications in R (first edition). Authors: Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani. Download PDF freely.

Note that these books are exempt from the Creative Commons license under which this course is made available.

Creative Commons License
AI skills for Engineers: Supervised Machine Learning by TU Delft OpenCourseWare is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Based on a work at https://online-learning.tudelft.nl/courses/ai-skills-for-engineers-supervised-machine-learning/
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