The goal is to enable the students to understand the fundamental Deep Learning algorithms for large datasets. To this end, the theory of these algorithms is developed in the lectures and during the practice sessions, many such data sets are analyzed.
Knowledge of the Deep Learning approaches for large data sets and the ability to apply the appropriate algorithm for successfully solving a given machine learning problem.
The module is based on the excellent book: "Deep Learning" by Ian Goodfellow, Yoshua Bengio and Aaron Courville.The book also has a useful website: https://www.deeplearningbook.org/
(Durchführung gemäss Stundenplan)