Elective Modules in Master Informatics - offered in SS25 and since WS09/10

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

💎: Rare course (not offered in the last two semesters)
🌟: New course (offered for the first time)

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 the course identifiers. It can contain errors, for example if

This project on Github

Algorithms (ALG)

ID Title Credits THEO Last offered
IN2239 Algorithmic Game Theory 5 THEO SS25
IN2004 Efficient Algorithms and Data Structures II 8 THEO SS25
IN0024 Operations Research 6 THEO SS25
IN2229 Computational Social Choice 6 THEO WS24/25
IN2007 Complexity Theory 8 THEO WS24/25
IN2003 Efficient Algorithms and Data Structures 8 THEO WS24/25
IN2360 Advanced Algorithms 6 THEO WS24/25
IN2211 Auction Theory and Market Design 5 THEO WS22/23
IN2304 Online and Approximation Algorithms 8 THEO WS17/18
IN2160 Randomized Algorithms 8 THEO WS16/17
IN2011 Parallel Algorithms 8 THEO WS14/15
IN2158 Advanced Network and Graph Algorithms 8 THEO WS12/13
IN99541 Accepted Elective Module in Algorithms ?
IN99540 Accepted Elective Module in Algorithms ?
IN995402 Accepted Elective in Algorithms (Theory) THEO ?
IN995401 Accepted Elective in Algorithms (Theory) THEO ?
IN3410 Selected Topics in Algorithms 5 ?
IN99542 Accepted Elective Module in Algorithms ?

Computer Graphics and Vision (CGV)

ID Title Credits THEO Last offered
IN2228 Computer Vision II: Multiple View Geometry (3D Computer Vision) 8 THEO SS25
IN2018 Augmented Reality 6 SS25
IN2390 Advanced Deep Learning for Computer Vision: Visual Computing 8 SS25
IN2354 3D Scanning & Motion Capture 6 SS25
IN2111 3D User Interfaces 6 SS25
IN2392 Machine Learning for 3D Geometry 6 SS25
IN2297 Geometry Processing 6 SS25
IN0037 Game Physics 6 WS24/25
IN2133 Principles of Computer Vision 4 WS24/25
IN2369 Machine Vision 6 WS24/25
IN2015 Image Synthesis - Realtime-Techniques and global Illumination 5 WS24/25
IN2375 Computer Vision III: Detection, Segmentation, and Tracking 6 WS24/25
IN2026 Visual Data Analytics (IN2026, IN8019) 5 WS24/25
IN2409 Inverse Problems in Medicine 5 SS23
IN2124 Basic Mathematical Methods for Imaging and Visualization 5 WS22/23
IN2389 Advanced Deep Learning for Computer Vision: Dynamic Vision 8 WS21/22
IN2355 Robotic 3D Vision 5 WS20/21
IN2384 Numerical Algorithms in Computer Vision and Machine Learning 5 WS20/21
IN2023 Image Understanding I: Machine Vision Algorithms 3 SS20
IN2330 Convex Optimization for Computer Vision 6 WS19/20
IN2210 Tracking and Detection in Computer Vision 7 WS19/20
IN2246 Computer Vision I: Variational Methods 8 THEO WS19/20
IN2329 Probabilistic Graphical Models in Computer Vision 5 SS19
IN3200 Selected Topics in Computer Graphics and Vision - Machine Learning for Computer Vision 5 WS17/18
IN2238 Analysis of Three-Dimensional Shapes 8 SS17
IN995021 Elective Computer Graphics and Vision ?
IN995026 Accepted Elective in Computer Graphics and Vision (Theory) THEO ?
IN995024 Elective Computer Graphics and Vision ?
IN995022 Elective Computer Graphics and Vision ?
IN995023 Elective Computer Graphics and Vision ?
IN2236 Virtual Physics: Using Modern Modeling Methodologies for Computer Simulation 4 ?

Databases and Information Systems (DBI)

ID Title Credits THEO Last offered
CIT3230004 Data Processing on Modern Hardware 5 SS25
CIT3230003 Data Structure Engineering 5 SS25
IN2031 Application and Implementation of Database Systems 6 SS25
IN2118 Database Systems on Modern CPU Architectures 6 SS25
IN2267 Transaction Systems 6 SS25
IN2386 Cloud-Based Data Processing 5 WS24/25
CIT3230002 Cloud Information Systems 5 WS24/25
CIT3230001 Code Generation for Data Processing 6 WS24/25
IN2219 Query Optimization 6 WS24/25
CIT323001 High Performance Query Processing 5 WS24/25
IN3100 Selected Topics in Databases and Information Systems: Digital Health Service Systems 5 SS24
IN2032 Electronic Publishing / Document Engineering and the World-Wide Web 5 WS20/21
IN99511 Accepted Elective Module in Databases and Information Systems ?
IN99510 Accepted Elective Module in Databases and Information Systems ?
IN2288 Event Processing 5 ?

Digital Biology and Digital Medicine (DBM)

ID Title Credits THEO Last offered
IN2393 Lecture Machine Learning for Regulatory Genomics 6 SS25
IN2022 Computer Aided Medical Procedures II 5 SS25
IN2322 Protein Prediction I for Computer Scientists 8 SS25
CIT4230001 Computational Modeling for System Genetics 6 WS24/25
IN2293 Medical Augmented Reality 5 WS24/25
IN2291 Protein Prediction II for Computer Scientists 8 WS24/25
IN2021 Computer Aided Medical Procedures 6 WS24/25
IN2292 Introduction to Surgical Robotics 6 WS23/24
IN2319 Computational Physiology for Medical Image Computing 6 SS20
IN995041 Elective 1 Digital Biology and Digital Medicine (DBM) ?
IN3420 Selected Topics in Digital Biology and Digital Medicine 5 ?

Engineering Software-intensive Systems (SE)

ID Title Credits THEO Last offered
IN2105 Business Process Technologies and Management 5 SS25
IN2084 Advanced Topics of Software Testing 5 SS25
CIT4230005 Engineering Resilient Cognitive Systems 3 SS25
IN2359 Blockchain-based Systems Engineering 5 SS25
IN2394 Requirements Engineering 3 SS25
IN2087 Software Engineering for Business Applications - Master's Course: Web Application Engineering 8 SS25
IN2309 Advanced Topics of SW Engineering (IN2309, IN2126) 8 WS24/25
IN2079 IT-Consulting - IT-Consulting 3 WS24/25
IN2235 Software Engineering in Industrial Practice 3 WS24/25
IN2081 Patterns in Software Engineering 5 WS24/25
CIT4230000 Strategic IT Management 4 WS24/25
IN2385 Safety and Security 3 WS21/22
IN2114 Automotive Software - Methods and Technology 5 SS20
IN2080 Modelling of Distributed Systems 4 SS19
IN2083 Project Organization and Management in Software Engineering 6 SS19
IN2367 Automated Programming 2 SS19
IN3430 Selected Topics in Software Engineering - Internet of Things and Services (IN3050, IN3430) 5 WS18/19
CIT423001 DevOps: Engineering for Deployment and Operations 6 ?
IN99530 Accepted Elective Module in Engineering Software-intensive Systems ?
CIT423002 AI Testing 5 ?
IN99532 Accepted Elective Module in Engineering Software-intensive Systems ?
IN99531 Accepted Elective in Engineering Software-intensive Systems ?

Formal Methods and their Applications (FMA)

ID Title Credits THEO Last offered
IN2227 Compiler Construction I 5 THEO SS25
IN2045 💎 Network Analysis – Statistical and Formal Models and Methods 5 THEO SS25
IN2050 💎 Model Checking 8 THEO SS25
IN2040 Virtual Machines 6 THEO SS25
IN2052 Petri Nets 5 THEO SS25
IN2049 💎 Logic 8 THEO SS25
IN2053 Program Optimization 8 THEO WS24/25
IN2041 Automata and Formal Languages 8 THEO WS24/25
IN2055 Semantics 8 THEO WS24/25
CIT3230000 Advanced Concepts of Programming Languages 6 WS24/25
IN2347 Functional Data Structures 5 THEO SS24
IN2358 Lambda Calculus 5 THEO WS23/24
IN2340 Quantitative Verification 5 THEO WS21/22
IN2296 Games on Graphs 5 SS21
IN2042 Automata and Formal Languages II 5 THEO SS18
IN3350 Selected Topics in Formal Methods and their Applications - Lambda Calculus 5 WS17/18
IN99517 Accepted Elective in Formal Methods and their Applications THEO ?
IN99518 Accepted Elective in Formal Methods and their Applications THEO ?
IN2048 Equational Logic and Lambda Calculus 8 THEO ?
IN99540 Accepted Elective Course in Formal Methods and their Applications ?
IN99542 Accepted Elective Course in Formal Methods and their Applications ?
IN99541 Accepted Elective Course in Formal Methods and their Applications ?

Machine Learning and Analytics (MLA)

ID Title Credits THEO Last offered
CIT4230003 Advanced Machine Learning: Deep Generative Models 3 SS25
IN2298 Advanced Deep Learning for Physics 6 SS25
IN2408 Artificial Intelligence in Medicine II 5 SS25
CIT4230002 Advanced Natural Language Processing 5 SS25
CIT4230006 Causal Inference in Time series 5 SS25
CIT423003 🌟 Multimodal Deep Learning 5 SS25
IN2395 Legal Data Science and Informatics 6 SS25
IN2346 Introduction to Deep Learning 6 SS25
CIT4230004 Statistical Foundations of Learning 8 THEO SS25
IN2028 Business Analytics and Machine Learning 5 WS24/25
IN2410 Causality 8 THEO WS24/25
IN2361 Natural Language Processing 6 WS24/25
IN2030 Data Mining and Knowledge Discovery 3 WS24/25
IN2403 Artificial Intelligence in Medicine 5 WS24/25
CIT433027 Advanced Deep Learning in Robotics 8 WS24/25
IN2339 Data Analysis and Visualization in R 6 WS24/25
IN2064 Machine Learning 8 WS24/25
IN2323 Machine Learning for Graphs and Sequential Data 5 SS24
IN2357 Machine Learning for Computer Vision 5 SS22
IN2332 Statistical Modeling and Machine Learning 8 SS17
IN99558 Accepted Elective in Machine Learning and Analytics ?
IN99559 Accepted Elective in Machine Learning and Analytics ?
IN99556 Accepted Elective in Machine Learning and Analytics ?
IN99555 Accepted Elective in Machine Learning and Analytics ?
IN3440 Selected Topics in Machine Learning and Analytics 5 ?
IN99557 Accepted Elective in Machine Learning and Data Analytics ?
CIT433021 Fundamentals of Foundation Models 5 ?
IN995076 Accepted Elective in Machine Learning and Data Analytics (Theory) THEO ?
IN995078 Accepted Elective in Machine Learning and Data Analytics (Theory) THEO ?
IN995077 Accepted Elective in Machine Learning and Data Analytics (Theory) THEO ?

Computer Architecture, Computer Networks and Distributed Systems (RRV)

ID Title Credits THEO Last offered
IN2324 💎 Connected Mobility Basics 8 SS25
IN2073 Cloud Computing 4 SS25
IN2315 Network Coding 6 THEO WS24/25
IN2097 Advanced Computer Networking 5 WS24/25
IN2076 Advanced Computer Architecture 6 WS24/25
IN2125 Virtualization Techniques 5 WS24/25
IN2333 Protocol Design 8 SS24
IN3450 Selected Topics in Computer Architecture, Computer Networks and Distributed Systems 5 WS23/24
IN2259 Distributed Systems 5 WS22/23
IN2075 Microprocessors 5 WS20/21
IN2098 Mobile Distributed Systems 5 SS20
IN2099 Network and System Management 4 SS18
IN99562 Accepted Elective in Computer Architecture, Computer Networks and Distributed Systems ?
IN99563 Accepted Elective in Computer Architecture, Computer Networks and Distributed Systems ?
IN99560 Accepted Elective in Computer Architecture, Computer Networks and Distributed Systems ?
IN995601 Accepted Elective in Computer Architecture, Computer Networks and Distributed Systems (Theory) THEO ?
CIT433031 Machine Learning for Electronic Design Automation and Manufacturing 5 ?
CIT433032 Logic Synthesis and Physical Design 6 ?
EI70630 HW/SW Codesign 5 ?
CIT4330013 Design Automation and Simulation for Microfluidic Devices 5 ?
IN99561 Accepted Elective in Computer Architecture, Computer Networks and Distributed Systems ?

Robotics (ROB)

ID Title Credits THEO Last offered
IN2305 Cyber-Physical Systems 6 SS25
IN2222 Cognitive Systems 5 SS25
IN2356 Autonomous Driving 3 SS25
IN2061 Introduction to digital signal processing 7 SS25
IN2138 Robot Motion Planning 5 SS25
IN2068 Sensor-based Robotic Manipulation and Locomotion 3 SS25
CIT433039 🌟 Intelligent Robots with a Sense of Smell 7 SS25
IN2405 Neuroprosthetics - Artificial Limbs 5 WS24/25
IN2060 Real-Time Systems 6 WS24/25
IN2406 Fundamentals of Artificial Intelligence 6 WS24/25
IN2308 Robot Programming and Control for Human Interaction 5 WS24/25
CIT4330017 Trustworthy Machine Learning Systems 3 WS24/25
IN2067 Robotics 6 WS24/25
CIT436000 Legged Robots 5 SS24
CIT3330000 Introduction to Mobile Robotics 6 WS23/24
IN2352 Applied Biorobotics (Modul MW2388, IN2352) 6 WS18/19
IN2318 Autonomous Navigation for Flying Robots, Video lecture 2 SS15
IN3460 Selected Topics in Robotics 5 ?
CIT433037 Advanced Robot Learning and Decision-Making 5 ?
IN99568 Accepted Elective in Robotics ?
IN99569 Accepted Elective in Robotics ?
IN995691 Accepted Elective in Robotics ?
CIT433034 Advanced Multi-Fingered Robotic Hands: Dextrous Manipulation and Learning AI 3 ?
IN2376 Advanced Robot Control and Learning 6 ?
IN99566 Accepted Elective in Robotics ?
IN99565 Accepted Elective in Robotics ?
IN99567 Accepted Elective in Robotics ?
IN2383 Formal Methods for Cyber-Physical Systems 5 ?
MW2411 Concepts and Software Design for Cyber-Physical Systems 5 ?

Security and Privacy (SP)

ID Title Credits THEO Last offered
CIT3330003 Cryptography 5 THEO SS25
IN2407 Hardware Security 5 SS25
IN3470 Selected Topics in Distributed Systems and Computer Networks - Block lecture on Network Mechanisms 5 SS25
CIT333000 Applied Cryptography for Decentralized Systems 5 SS25
IN2161 Networks for Monetary Transactions 3 SS25
IN2178 Security Engineering 5 SS25
CIT3330002 IT Security 2 5 SS25
IN2101 Network Security 5 WS24/25
IN2194 Peer-to-Peer Systems and Security 6 SS24
IN2362 Language based Security 5 SS24
CIT4330001 Machine Learning und IT-Sicherheit 5 WS22/23
IN2341 Current Trends in IT Security 5 WS16/17
IN2313 Secure Coding 6 WS15/16
IN995106 Accepted Elective in Security and Privacy (Theory) THEO ?
IN99570 Accepted Elective in Security and Privacy ?
IN99571 Accepted Elective in Security and Privacy ?
CIT433040 Embedded Systems and Security 6 ?
EI70530 Embedded Systems and Security 5 ?
EI70520 Circuit Design for Security 5 ?
CIT4330015 Coding for Private Reliable and Efficient Distributed Learning 5 ?
IN99572 Accepted Elective in Security and Privacy ?
IN99573 Accepted Elective in Security and Privacy ?
IN99574 Accepted Elective in Security and Privacy ?
EI71070 Advanced Cryptographic Implementations 5 ?
EI71029 Physical Unclonable Functions 5 ?
EI73451 Information Theoretic Security 5 ?
CIT4330009 IoT Security 5 ?
EI75671 Lecture Series System Security 3 ?
EI71073 Quantum Computers and Quantum Secure Communications 5 ?
EI71060 Security in Communications and Storage 5 ?
EI7243 Secure Implementation of Cryptographic Algorithms 6 ?

Scientific Computing and High Performance Computing (HPC)

ID Title Credits THEO Last offered
IN2345 Algorithms for Uncertainty Quantification 5 THEO SS25
IN2001 Algorithms for Scientific Computing 8 THEO SS25
IN2010 Modelling and Simulation 8 THEO SS25
IN2400 Advanced Concepts of Quantum Computing 5 THEO SS25
IN2388 Tensor Networks 5 THEO SS25
IN2147 Parallel Programming 5 SS25
CIT423000 Advanced Machine Learning: Deep Generative Models (CIT4230003) 5 SS25
IN2381 Introduction to Quantum Computing 5 THEO WS24/25
IN2311 Turbulent Flow Simulation on HPC-Systems (IN2311, MW2048) 5 THEO WS24/25
IN2365 Parallel Programming Systems 3 WS24/25
IN2398 Numerical Algorithms for High Performance Computing 8 THEO WS24/25
IN2306 Scientific Computing in Circuit Simulation 5 THEO SS24
IN2387 Time Integration and Differential Equations 5 SS21
IN2310 Parallel Program Engineering 5 WS20/21
IN3480 Selected Topics in Algorithms and Scientific Computing (IN3400, IN3480) 5 SS20
IN2002 Algorithms for Scientific Computing II - Sparse Matrices 4 THEO WS19/20
IN99576 Accepted Elective in Scientific Computing and High Performance Computing ?
NAT7022 Applications of Quantum Computing 5 ?
IN99575 Accepted Elective in Scientific Computing and High Performance Computing ?
IN995751 Accepted Elective Scientific Computing and High Performance Computing (Theory) THEO ?
CIT4330012 Software for Quantum Computing 5 ?

Elective Modules not Assigned to any Area

ID Title Credits THEO Last offered
IN2093 eLearning - Techniques and Infrastructures 3 SS25
IN2241 Social Computing 5 SS25
CIT323000 Data Processing on Modern Hardware (CIT3230004) 6 SS25
IN2348 Ringvorlesung "Digitalisierung" 2 SS24
IN2169 Guided Research - Hot topics in operating systems 10 SS17
IN995126 Accepted Elective in Further Modules not Assigned to any Area (Theory) THEO ?
IN995127 Accepted Elective in Further Modules not Assigned to any Area (Theory) THEO ?
IN995128 Accepted Elective in Further Modules not Assigned to any Area (Theory) THEO ?
IN9961 Accepted Elective ?
IN9952 Accepted Elective ?
IN9951 Accepted Elective ?
IN995129 Accepted Elective in Further Modules not Assigned to any Area (Theory) THEO ?
IN9963 Accepted Elective ?
IN9953 Accepted Elective ?
IN9962 Accepted Elective ?