Eberhard Karls University of Tübingen Courses

Probabilistic Machine Learning

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This playlist collects the lectures on Probabilistic Machine Learning by Philipp Hennig at the University of Tübingen during the Summer Term of 2020.The lectures were recorded for online teaching during the Covid19 pandemic. They are publicly available under the Creative Commons license. More information on the course, and course material (with embedded, time-stamped links to the youtube videos) can be found at https://uni-tuebingen.de/en/134452.The course covers the probabilistic ("Bayesian") paradigm for machine learning, and occasionally draws direct connections to statistical (e.g. Lecture 10) and deep learning (e.g. Lecture 8). The course is aimed at master students in computer science and related fields.