With further time spent at home looming, we have gathered 20 resources which are free to access for your continued learning. The below list includes free e-courses & e-books. Machine Learning Crash Course features a series of lessons with video lectures, real-world case studies, and hands-on practice exercises with over fifteen hours of accessible education. In this class, you will learn about the most effective machine learning techniques, and gain practice implementing them and getting them to work for yourself. More importantly, you'll learn about not only the theoretical underpinnings of learning, but also gain the practical know-how needed to quickly and powerfully apply these techniques to new problems. This open source video lecture series includes 23 full-length seminars, starting with an introduction and scope, later going on to cover topics including rule-based expert systems, neural networks, felicity conditions and more.