Course catalogue

Course catalogue

• Information on courses Data Science and Machine Learning (Master)

Data Science and Machine Learning - Master's Programme

Section		Module	Module component	Semester
				1	2	3	4
Kernbereich Pflichtmodule		inf040 - Introduction to Data Science	Lecture
			Exercises
		inf5408 - Applied Deep Learning	Lecture
			Exercises
		phy730 - Machine Learning	Lecture
			Exercises
		psy300 - Statistical Learning	Lecture
			Seminar
		gsw550 - Interdisciplinary Lecture Series Data Science and Data Ethics	Lecture
Kernbereich Wahlpflichtmodule		inf820 - Exploring Research Data Management	Lecture
			Seminar
		inf5402 - Trustworthy Machine Learning	Lecture
			Exercises
		phy694 - Machine Learning II	Lecture
		inf5400 - Advanced Topics in Applied Deep Learning	Lecture
			Exercises
		mat940 - Time Series Analysis	Lecture
			Exercises
		inf420 - Introduction to IT-Security	Lecture
			Exercises
		inf1212 - Designing Explainable Artificial Intelligence	Lecture
			Seminar
		inf5456 - Applied AI - Multimodal-Multisensor Interfaces I: Foundations, User Modeling, and Common Modality Combination	Seminar
		inf5460 - Applied AI - Multimodal-Multisensor Interfaces III: Language Processing, Software, Commercialization, and Emerging Directions	Seminar
		gsw555 - Internship	Practical training
			Seminar
		gsw560 - Current Topics in Data Science and Machine Learning	VA-Auswahl
		gsw565 - Language Courses	VA-Auswahl According to the chosen course at the Language Centre
		gsw570 - Study Abroad I - Data Science/Machine Learning	VA-Auswahl Depending on choice of course at the foreign university
Theoretical Foundations of Machine Learning in Mathematics and Natural Sciences		phy970 - Theoretical Foundations of Machine Learning and Data Science	Lecture
			Exercises
		phy971 - Group Project Theoretical Foundations of Machine Learning in Mathematics and Natural Sciences	Practical training
		mat941 - Mathematical Foundations of Statistical Learning	Lecture
			Exercises
		mat942 - Introduction to numerical methods for partial differential equations	Lecture
			Exercises
		phy972 - Computational Physics	Lecture
			Exercises
		mar753 - Networks and Complexity	Lecture
			Seminar
		phy973 - Current Topics in Theoretical Foundations of Machine Learning in Mathematics and Natural Sciences	Seminar
		phy974 - Information Processing and Communication	Lecture
			Exercises
		gsw571 - Study Abroad II - Specialisation	VA-Auswahl Depending on choice of course at the foreign university
Data Science and Machine Learning in Medicine and Health Care		inf525 - Medical Data Pipelines	Lecture
			Exercises
		inf5406 - Medical Data Analysis with Deep Learning	Lecture
			Exercises
		inf527 - Big Data Analytics and Clinical Decision Support	Lecture
			Exercise or project
		gsw575 - Group Project in Data Science in Medicine and Healthcare	Practical training
		inf589 - Special Topics in "Medical Informatics" II	VA-Auswahl
		inf305 - Medical Technology	Lecture
			Exercises
		inf524 - Medical Basics	Lecture
			Exercises
		gsw220 - Bioinformatics and Omics	Seminar und Übung
			Lecture
		gsw580 - Current Topics in Data Science in Medicine and Healthcare	Seminar
		gsw571 - Study Abroad II - Specialisation	VA-Auswahl Depending on choice of course at the foreign university
Data-Driven Speech and Hearing Sciences		phy605 - Digital Signal Processing	Lecture
		phy975 - Hearing and Communication Acoustics	Lecture
			Seminar
		phy976 - Algorithms for Speech Processing	Lecture
			Exercises
		phy977 - Group Project Data-Driven Speech and Hearing Sciences	Practical training
		phy974 - Information Processing and Communication	Lecture
			Exercises
		phy734 - Introduction to Neurophysics	Lecture
			Exercises
		phy678 - Processing and analysis of biomedical data	Lecture
		psy220 - Human Computer Interaction	Lecture
			Seminar
		phy978 - Current Topics in Data-Driven Speech and Hearing Sciences	Seminar
		gsw571 - Study Abroad II - Specialisation	VA-Auswahl Depending on choice of course at the foreign university
Masterabschlussmodul		mam - Master's Thesis Module	Seminar