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Mathematical Data Science

4 semesters120 CP56 modules142 FÜS modules

M.Sc.Examination regulations 2025current

Electives & areas 4

How the course directory divides this degree programme. A module can stand in several areas.

No.	Module	Kind	CP	Offered	Sem.
Mathematical Compulsory Modules4 modules · 46 CP
14261	Master Seminar	Compulsory	4	every semester	3rd
14262	Master Thesis	Compulsory	30	every semester	4th
13639	Mathematical Foundations of Data Science	Compulsory	8	Winter	1st
13798	Seminar Mathematical Data Science	Compulsory	4	every semester	2nd
Advanced Mathematical Methods in Data ScienceElective Modules17 modules · 128 CP
14267	Advanced Topics of Stochastics	Compulsory elective	6	irregularly	–
13911	Algebra: Structures and Algorithms	Compulsory elective	6	irregularly	–
14274	Algorithmic Graph Theory	Compulsory elective	8	irregularly	–
13912	Coding Theory	Compulsory elective	6	irregularly	–
14269	Financial Mathematics in Continuous Time	Compulsory elective	8	irregularly	–
15000	Financial Mathematics in Discrete Time	Compulsory elective	8	irregularly	–
14085	Graph Theory	Compulsory elective	8	Winter	–
14114	High-Dimensional Statistics	Compulsory elective	8	irregularly	–
14726	Mathematical Optimization Techniques and Applications	Compulsory elective	6	Winter	–
13863	Mathematical Statistics	Compulsory elective	8	irregularly	–
14263	Mixed-Integer Programming	Compulsory elective	8	irregularly	–
14279	Network Optimization	Compulsory elective	8	irregularly	–
11847	Neural Networks and Learning Theory	Compulsory elective	8	Summer	–
14268	Risk Theory	Compulsory elective	8	irregularly	–
13843	Scientific Computing	Compulsory elective	8	irregularly	–
14271	Special Topics of Scientific Computing	Compulsory elective	8	irregularly	–
13889	Stochastic Processes	Compulsory elective	8	Summer	–
Fundamentals of Data ScienceElective Modules15 modules · 96 CP
14440	Causal Data Science	Compulsory elective	6	Summer	–
14731	Combining Operations Research and Data Science	Compulsory elective	6	Winter	–
15009	Continuous Optimization for Artificial Intelligence	Compulsory elective	6	irregularly	–
11859	Cryptography	Compulsory elective	8	Summer	–
13949	Differential Geometry	Compulsory elective	6	irregularly	–
11881	Foundations of Data Mining	Compulsory elective	6	Winter	–
13844	Functional Analysis	Compulsory elective	8	irregularly	–
14186	Image Processing and Computer Vision	Compulsory elective	6	irregularly	–
13838	Information Retrieval	Compulsory elective	6	Summer	–
13500	Introduction to Neural Signal Analysis	Compulsory elective	6	irregularly	–
13874	Introduction to Numerical Linear Algebra	Compulsory elective	6	Summer	–
14906	Language Models: Machine Learning Basics to Modern Artificial Intelligence	Compulsory elective	6	every semester	–
13813	Logic in Databases	Compulsory elective	8	irregularly	–
15006	Research Seminar: Recent Advances in Operations Research and Machine Learning	Compulsory elective	6	Winter	–
13842	Virtual Reality and Agents	Compulsory elective	6	irregularly	–
Data Science ApplicationsElective Modules20 modules · 118 CP
13839	Advanced Database Models	Compulsory elective	6	irregularly	–
13979	Artificial Intelligence for Drug Design	Compulsory elective	4	irregularly	–
13978	Bioinformatics: Artificial Intelligence and Algorithmic Approaches	Compulsory elective	6	irregularly	–
13569	Biological Neuronal Networks	Compulsory elective	6	Summer	–
13335	Brain-Computer Interfaces (BCIs) for Neuroadaptive Technology	Compulsory elective	6	every semester	–
13847	Cognitive Systems: Behavior Control	Compulsory elective	6	Summer	–
14038	Computing at Scale in Machine Learning: Distributed Computing and Algorithmic Approaches	Compulsory elective	6	Winter	–
11494	Control Engineering 1	Compulsory elective	6	Winter	–
11747	Control Engineering 2	Compulsory elective	6	Summer	–
13294	Control Technology for Processes and Networks	Compulsory elective	6	Winter	–
14414	Data Analytics and Process Modelling	Compulsory elective	6	Winter	–
13840	Data Warehouses	Compulsory elective	6	Summer	–
13942	Foundations of Psychophysiology	Compulsory elective	6	every semester	–
13849	Introduction to Computational Neuroscience	Compulsory elective	6	Winter	–
13969	Introduction to Cyber Security	Compulsory elective	6	Winter	–
13952	Lab Control Engineering	Compulsory elective	6	Summer	–
12973	Network and System Security	Compulsory elective	6	Summer	–
14495	Optimization in Business Transformation	Compulsory elective	6	Summer	–
13951	Project Laboratory Control and Network Control Technology	Compulsory elective	6	Summer	–
12790	Seminar Advanced Topics in Network and System Security	Compulsory elective	6	irregularly	–

Regulations & documents

Prüfungsordnung ABl. 29/2025Examination and study regulations