#Machine Learning

Organisation Time Wednesday, 8.15h-11.30h Room 204 Credits 4 SWS / 5 ECTS Exam written, 60min Announcements First lesson in WS 23-24: 11.10.2023 Machine Learning Machine Learning is currently one of the hottest topics in computer science. Almost daily we find new press releases about groundbreaking improvements in a wide field of applications, comprising e. [Read More]

Organisation

From SS21 on STDL is combined with PIA. Therefore, refer to Programming Intelligent Applications (PIA).

Convolutional Neural Networks Author: Johannes Maucher Last Update: 13th December 2017 There exists different types of deep neural networks, e.g. * Convolutional Neural Networks (CNNs) * Deep Belief Networks (DBNs) * Stacked Autoencoders and many others and variants of them. Among these different types, CNNs are currently the most relevant ones. This notebook describes the overall architecture and the different layer-types, applied in a CNN. Since the most prominent application of CNNs is object recognition in images, the descriptions in this notebook refer to this use-case. [Read More]

Organisation Time only SS Time Thursday, 08.15h-11.30h Room 220 Credits 2 SWS / 5 ECTS Exam Lab Work Announcements First lesson in term SS 24: 21.03.24 Prerequisites for participation Successful completion of the CSM Machine Learning Lecture. Structure, Contents, Documents In this lab student-groups must implement selected applications of Machine Learning in particular Deep Learning. [Read More]