Elective Modules in Master Informatics - offered in WS26 and in previous semesters

This is a list of lectures grouped by area with availability data, which as far as I know is not provided by TUM elsewhere in a convenient format. I hope it will be helpful to you!

Disclaimer: This site is non-official and automatically generated by fetching the data from the curriculum tree view and the data from the Courses tab in TUM online, and merging it based on course page URL. It can contain errors, or courses can be missing, for example if there is a bug in my code (has happened before), or if a new course was not yet present in the tree view at the time this list was created. Use with care (and please notify me if you find any errors).

This project on Github

Algorithms (ALG)

ID Title Credits THEO Last offered
CIT323004 ðŸŒŸ Advanced Algorithms 8 THEO WS26
IN2003 Efficient Algorithms and Data Structures 8 THEO WS26
CIT423011 ðŸŒŸ Advanced Topics in Computational Social Choice 5 THEO SS26/27
IN2239 Algorithmic Game Theory 5 THEO SS26/27
IN2007 Complexity Theory 8 THEO SS26/27
IN2004 Efficient Algorithms and Data Structures II 8 THEO SS26/27
IN0024 Operations Research 6 THEO SS26/27
IN2229 Computational Social Choice 6 THEO WS25
IN2211 Auction Theory and Market Design 5 THEO WS22

Computer Graphics and Vision (CGV)

ID Title Credits THEO Last offered
IN2354 3D Scanning & Motion Capture 6 WS26
IN2390 Advanced Deep Learning for Computer Vision: Visual Computing 8 WS26
IN2375 Computer Vision III: Detection, Segmentation, and Tracking 6 WS26
IN0037 Game Physics 6 WS26
IN2015 Image Synthesis - Realtime-Techniques and global Illumination 5 WS26
IN2392 Machine Learning for 3D Geometry 6 WS26
IN2369 Machine Vision 6 WS26
IN2133 Principles of Computer Vision 4 WS26
IN2236 Virtual Physics: Using Modern Modeling Methodologies for Computer Simulation 4 WS26
MH4L004277 Virtual-, Mixed-, and Augmented Reality 5 WS26
IN2026 Visual Data Analytics 5 WS26
IN2228 3D Computer Vision 8 THEO SS26/27
IN2111 3D User Interfaces 6 SS26/27
IN2018 Augmented Reality 6 SS26/27
IN2297 Geometry Processing 6 SS26/27
IN2293 Medical Augmented Reality 5 WS25
IN2409 Inverse Problems in Medicine 5 SS23/24
IN2124 Basic Mathematical Methods for Imaging and Visualization 5 WS22
IN2246 Computer Vision I: Variational Methods 8 THEO WS19
IN2246 ðŸŒŸ Computer Vision I: Variational Methods 8 THEO WS17

Databases and Information Systems (DBI)

ID Title Credits THEO Last offered
CIT3230002 Cloud Information Systems 5 WS26
CIT323001 High Performance Query Processing 5 WS26
IN2219 Query Optimization 6 WS26
IN3100 ðŸ’Ž Selected Topics in Databases and Information Systems (Designing, Specifying and Testing Distributed Data Systems) 5 WS26
CIT3230003 Data Structure Engineering 5 SS26/27
CIT323005 ðŸŒŸ Cloud-Based Data Processing 6 SS26/27
CIT3230004 Data Processing on Modern Hardware 5 SS26/27
IN2118 Database Systems on Modern CPU Architectures 6 SS26/27
IN2267 Transaction Systems 6 SS26/27
CIT3230001 Code Generation for Data Processing 6 WS25
IN2031 Application and Implementation of Database Systems 6 SS25/26
IN3100 ðŸŒŸ Selected Topics in Databases and Information Systems: Digital Health Service Systems 5 SS24/25
IN3100 Selected Topics in Databases and Information Systems: Data Processing On Modern Hardware 5 SS23/24
IN2288 Event Processing 5 SS22/23
IN3100 Selected Topics in Databases and Information Systems: Scalable Similarity Search Algorithms 5 WS10

Digital Biology and Digital Medicine (DBM)

ID Title Credits THEO Last offered
IN3420 Computational Modeling for System Genetics 5 WS26
IN2292 Introduction to Surgical Robotics 6 WS26
IN2291 ðŸŒŸ Protein Prediction II for Computer Scientists 8 WS26
IN2022 Computer Aided Medical Procedures II 5 SS26/27
IN2393 Lecture Machine Learning for Regulatory Genomics 6 SS26/27
IN2322 Protein Prediction I for Computer Scientists 8 SS26/27
IN3420 Computer Aided Medical Procedures 5 WS25

Engineering Software-intensive Systems (SE)

ID Title Credits THEO Last offered
IN2309 Advanced Topics of SW Engineering 8 WS26
CIT423002 AI Testing 5 WS26
IN2081 Patterns in Software Engineering 5 WS26
IN2235 Software Engineering in Industrial Practice 3 WS26
CIT4230000 Strategic IT Management 4 WS26
IN2084 Advanced Topics of Software Testing 5 SS26/27
IN2359 Blockchain-based Systems Engineering 5 SS26/27
IN2105 Business Process Technologies and Management 5 SS26/27
CIT423001 DevOps: Engineering for Deployment and Operations 6 SS26/27
CIT4230005 Engineering Resilient Cognitive Systems 3 SS26/27
CIT423010 ðŸŒŸ Requirements Engineering 5 SS26/27
IN2087 Software Engineering for Business Applications - Master's Course: Web Application Engineering 8 SS26/27
IN3430 Selected Topics in Software Engineering - Internet of Things and Services 5 WS18
IN2235 Software Engineering in an Industrial Setting - Business Information Systems and their Impact on the Enterprise 3 WS10

Formal Methods and their Applications (FMA)

ID Title Credits THEO Last offered
CIT3230000 Advanced Concepts of Programming Languages 6 WS26
IN2041 ðŸŒŸ Automata and Formal Languages 8 THEO WS26
IN2296 Games on Graphs 5 WS26
IN2053 Program Optimization 8 THEO WS26
IN3350 Selected Topics in Formal Methods and their Applications 5 WS26
IN2055 Semantics 8 THEO WS26
IN2227 Compiler Construction I 5 THEO SS26/27
IN2049 Logic 8 THEO SS26/27
IN2050 Model Checking 8 THEO SS26/27
IN2052 Petri Nets 5 THEO SS26/27
IN2040 Virtual Machines 6 THEO SS25/26
IN2358 Lambda Calculus 5 THEO WS23
IN3350 ðŸŒŸ Selected Topics in Formal Methods and their Applications - Lambda Calculus 5 WS17

Machine Learning and Analytics (MLA)

ID Title Credits THEO Last offered
CIT433027 Advanced Deep Learning for Robotics 8 WS26
IN2403 Artificial Intelligence in Medicine 5 WS26
IN2028 Business Analytics and Machine Learning 5 WS26
LS20056 ðŸŒŸ Computational Neuroscience – Lecture (M.Sc.) 5 WS26
IN2028 Data Analysis and Visualization in R 5 WS26
IN2030 Data Mining and Knowledge Discovery 3 WS26
CITHN2014 Foundations and Application of Generative AI 6 WS26
IN2346 Introduction to Deep Learning 6 WS26
IN2064 Machine Learning 8 WS26
IN2361 Natural Language Processing 6 WS26
CIT4230004 ðŸ’Ž Statistical Foundations of Learning 8 THEO WS26
IN2298 Advanced Deep Learning for Physics 6 SS26/27
CIT4230003 Advanced Machine Learning: Deep Generative Models 3 SS26/27
CIT4230002 Advanced Natural Language Processing 5 SS26/27
IN2408 Artificial Intelligence in Medicine II 5 SS26/27
CIT4230006 Causal Inference in Time series 5 SS26/27
CIT433021 Fundamentals of Foundation Models 5 SS26/27
IN2395 Legal Data Science and Informatics 6 SS26/27
IN2064 ðŸŒŸ Machine Learning and Structure: Geometry, Discrete Structure and Algorithms 8 SS26/27
IN2323 Machine Learning for Graphs and Sequential Data 5 SS26/27
LS20057 ðŸŒŸ NeuroAI and Machine Learning in Neuroscience – Lecture (M.Sc.) 7 SS26/27
IN2410 Causality 8 THEO WS25
CIT423004 ðŸŒŸ Robust Machine Learning 3 WS25
IN2357 Machine Learning for Computer Vision 5 SS22/23
IN2064 ðŸŒŸ Machine Learning 8 WS15

Computer Architecture, Computer Networks and Distributed Systems (RRV)

ID Title Credits THEO Last offered
IN2076 Advanced Computer Architecture 6 WS26
IN2097 Advanced Computer Networking 5 WS26
CIT433051 ðŸŒŸ Design Space Exploration using Software Simulators (Heilbronn, CIT433051) 5 WS26
EI70630 HW/SW Codesign 5 SS26/27
CIT433032 Logic Synthesis and Physical Design 6 SS26/27
CIT433031 Machine Learning for Design Automation and Manufacturing 5 SS26/27
IN2333 Protocol Design 8 SS26/27
IN2125 Virtualization Techniques 5 WS25
IN2324 Connected Mobility Basics 8 SS25/26
CIT4330013 Design Automation and Simulation for Microfluidic Devices 5 SS25/26
IN2315 Network Coding 6 THEO WS24
IN3450 Selected Topics in Computer Architecture, Computer Networks and Distributed Systems 5 WS23
IN2259 Distributed Systems 5 WS22
IN2125 Virtualization Techniques 5 WS19

Robotics (ROB)

ID Title Credits THEO Last offered
CIT433037 Advanced Robot Learning and Decision-Making 5 WS26
IN2383 Formal Methods for Cyber-Physical Systems 5 WS26
IN2406 Fundamentals of Artificial Intelligence 6 WS26
CIT433039 Intelligent Robots with a Sense of Smell 7 WS26
IN2405 Neuroprosthetics - Artificial Limbs 5 WS26
IN2060 Real-Time Systems 6 WS26
IN2308 Robot Programming and Control for Human Interaction 5 WS26
IN2067 Robotics 6 WS26
CIT4330017 Trustworthy Machine Learning Systems 3 WS26
CIT433034 Advanced Multi-Fingered Robotic Hands: Dextrous Manipulation and Learning AI 3 SS26/27
IN2376 Advanced Robot Control and Learning 6 SS26/27
IN2356 Autonomous Driving 3 SS26/27
IN2222 Cognitive Systems 5 SS26/27
MW2411 Concepts and Software Design for Cyber-Physical Systems 5 SS26/27
IN2305 Cyber-Physical Systems 6 SS26/27
IN2061 Introduction to digital signal processing 7 SS26/27
IN2138 Robot Motion Planning 5 SS26/27
IN2068 Sensor-based Robotic Manipulation and Locomotion 3 SS26/27
CIT436000 ðŸŒŸ Legged Robots 5 SS24/25
CIT3330000 Introduction to Mobile Robotics 6 WS23

Security and Privacy (SP)

ID Title Credits THEO Last offered
IN2101 Network Security 5 WS26
CIT433046 ðŸŒŸ Secure Autonomous Systems 5 WS26
EI71060 Security in Communications and Storage 5 WS26
EI71070 Advanced Cryptographic Implementations 5 SS26/27
EI70520 Circuit Design for Security 5 SS26/27
CIT3330003 Cryptography 5 THEO SS26/27
CIT333003 ðŸŒŸ Cryptography for Decentralized Systems 6 THEO SS26/27
CIT433040 ðŸŒŸ Embedded Systems and Security 6 SS26/27
CIT4330009 IoT Security 5 SS26/27
CIT3330002 IT Security 2 5 SS26/27
EI71073 Quantum Computers and Quantum Secure Communications 5 SS26/27
IN2178 Security Engineering 5 SS26/27
CIT433040 Embedded Systems and Security 6 WS25
EI73451 Information Theoretic Security 5 WS25
EI71029 Physical Unclonable Functions 5 WS25
EI75671 Ringvorlesung Systemsicherheit 3 WS25
EI7243 Secure Implementation of Cryptographic Algorithms 6 WS25
CIT433044 ðŸŒŸ Trustworthy Distributed Learning 6 WS25
IN2407 Hardware Security 5 SS25/26
IN2161 Networks for Monetary Transactions 3 WS24
IN2362 Language based Security 5 SS24/25
IN2194 Peer-to-Peer Systems and Security 6 SS24/25
IN3470 Selected Topics in Distributed Systems and Computer Networks - Block lecture on Network Mechanisms 5 SS24/25
CIT4330001 ðŸŒŸ Machine Learning und IT-Sicherheit 5 WS22

Scientific Computing and High Performance Computing (HPC)

ID Title Credits THEO Last offered
IN2381 Introduction to Quantum Computing 5 THEO WS26
IN2398 Numerical Algorithms for High Performance Computing 8 THEO WS26
IN2365 Parallel Programming Systems 3 WS26
IN2400 Advanced Concepts of Quantum Computing 5 THEO SS26/27
IN2001 Algorithms for Scientific Computing 8 THEO SS26/27
IN2345 Algorithms for Uncertainty Quantification 5 THEO SS26/27
IN2010 Modelling and Simulation 8 THEO SS26/27
IN2147 Parallel Programming 5 SS26/27
IN2388 Tensor Networks 5 THEO SS26/27
IN2365 Scientific Computing and Machine Learning 3 WS25
CIT4330012 Software for Quantum Computing 5 WS25
IN2311 Turbulent Flow Simulation on HPC-Systems 5 THEO WS24
IN2365 Parallel Programming Systems 3 WS20
IN3480 ðŸŒŸ Selected Topics in Algorithms and Scientific Computing 5 SS20/21

Elective Modules not Assigned to any Area

ID Title Credits THEO Last offered
IN2093 eLearning - Techniques and Infrastructures 3 WS26
IN2241 Social Computing 5 SS26/27
CIT323000 ðŸŒŸ Concepts of C++ Programming 6 WS24
IN2348 Ringvorlesung "Digitalisierung" 2 SS24/25
IN2169 Guided Research - Hot topics in operating systems 10 SS17/18
IN2169 Guided Research - Enterprise Architecture Management 10 WS14
IN2169 Guided Research - Web 2.0 Applications 10 WS14