Lectures in Master Data Engineering and Analytics - offered in WS25/26 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).

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Required Modules Data Engineering and Analytics

ID Title Credits Last offered
IN2326 Foundations in Data Engineering 8 WS25/26
MA4800 Foundations of Data Analysis 8 SS25

Data Engineering

ID Title Credits Last offered
IN2140 Advanced Concepts of Distributed Databases - Programming Database Web Applications 4 WS25/26
CIT3230002 Cloud Information Systems 5 WS25/26
IN2219 Query Optimization 6 WS25/26
IN2031 Application and Implementation of Database Systems 6 SS25
IN2073 Cloud Computing 4 SS25
IN2118 Database Systems on Modern CPU Architectures 6 SS25
CIT3330002 IT Security 2 5 SS25
IN2147 Parallel Programming 5 SS25
IN2386 Cloud-Based Data Processing 5 WS24/25
IN2259 Distributed Systems 5 WS22/23

Data Analytics

ID Title Credits Last offered
EI7649 Approximate Dynamic Programming and Reinforcement Learning 6 WS25/26
IN2028 Business Analytics and Machine Learning 5 WS25/26
IN2339 Data Analysis and Visualization in R 6 WS25/26
IN2030 Data Mining and Knowledge Discovery 3 WS25/26
IN2406 Fundamentals of Artificial Intelligence None WS25/26
IN2064 Machine Learning 8 WS25/26
IN2369 Machine Vision 6 WS25/26
IN2133 Principles of Computer Vision 4 WS25/26
MA4802 Statistical Learning 6 WS25/26
IN2026 Visual Data Analytics 5 WS25/26
IN2010 Modelling and Simulation 8 SS25
EI70380 Signal Processing and Machine Learning 5 SS25
MA4402 Computational Statistics 5 SS24
CIT3330000 Introduction to Mobile Robotics 6 WS23/24
MA5426 Applied Time Series Analysis 5 WS22/23
IN2124 Basic Mathematical Methods for Imaging and Visualization 5 WS22/23
IN2023 Image Understanding I: Machine Vision Algorithms 3 SS20
IN2064 Machine Learning 8 WS15/16

Data Analysis

ID Title Credits Last offered
CIT5130001 Applied Statistics and Data Analysis 5 WS25/26
MA3001 Functional Analysis 9 WS25/26
MA5441 Fundamentals of Mathematical Statistics 9 WS25/26
MA3403 Generalized Linear Models 9 WS25/26
MA3503 Nonlinear Optimization: Advanced 5 WS25/26
MA2409 Probability Theory 9 WS25/26
CIT5130001 Applied Statistics and Data Analysis 5 SS25
MA5439 Graphical Models in Statistics 9 SS25
CIT413048 Mathematical Foundations of Machine Learning 9 SS25
MA4503 Modern Methods in Nonlinear Optimization 5 SS25
MA5225 Polyhedral Combinatorics 6 SS25
CIT4230004 Statistical Foundations of Learning 8 SS25
CIT4100003 Approximation Algorithms 9 WS24/25
MA4801 Mathematical Foundations of Machine Learning 6 SS23

Advanced Topics in Data Engineering

ID Title Credits Last offered
IN2097 Advanced Computer Networking 5 WS25/26
CIT3230001 Code Generation for Data Processing 6 WS25/26
CIT323001 High Performance Query Processing 5 WS25/26
IN2328 TUM Data Innovation Lab , [CIT 413067] 10 WS25/26
CIT3230003 Data Structure Engineering 5 SS25
IN2018 Augmented Reality 6 SS25
CIT3230004 Data Processing on Modern Hardware 5 SS25
IN2288 Event Processing 5 SS22
IN2169 Guided Research - Hot topics in operating systems 10 SS17
IN2169 Guided Research - Enterprise Architecture Management 10 WS14/15
IN2169 Guided Research - Web 2.0 Applications 10 WS14/15

Special Topics in Data Analytics

ID Title Credits Last offered
IN2390 Advanced Deep Learning for Computer Vision: Visual Computing 8 WS25/26
IN2003 Efficient Algorithms and Data Structures 8 WS25/26
IN2346 Introduction to Deep Learning 6 WS25/26
MGT001299 Introduction to Deep Reinforcement Learning (Lecture) 6 WS25/26
EI70360 Machine Learning and Optimization 5 WS25/26
IN2361 Natural Language Processing 6 WS25/26
CIT4330017 Trustworthy Machine Learning Systems 3 WS25/26
CIT4230003 Advanced Machine Learning: Deep Generative Models 3 SS25
CIT4230002 Advanced Natural Language Processing 5 SS25
IN2001 Algorithms for Scientific Computing 8 SS25
IN2345 Algorithms for Uncertainty Quantification 5 SS25
CIT4230006 Causal Inference in Time series 5 SS25
EI7638 Compressive Sampling 5 SS25
EI71068 Deep learning and inverse problems 6 SS25
CIT433021 Fundamentals of Foundation Models 5 SS25
CIT423003 Multimodal Deep Learning 5 SS25
MA5348 Numerical Methods for Uncertainty Quantification 6 SS25
MA3312 Optimal Control of Ordinary Differential Equations 1 5 SS25
IN2360 Advanced Algorithms 6 WS24/25
EI7223 Information Retrieval in High Dimensional Data 6 WS24/25
IN2323 Machine Learning for Graphs and Sequential Data 5 SS24
EI7641 Applied Reinforcement Learning 6 SS23
CIT4330001 Machine Learning und IT-Sicherheit 5 WS22/23
IN2389 Advanced Deep Learning for Computer Vision: Dynamic Vision 8 WS21/22
IN2002 Algorithms for Scientific Computing II - Sparse Matrices 4 WS19/20
IN2246 Computer Vision I: Variational Methods 8 WS19/20
IN2246 Computer Vision I: Variational Methods 8 WS17/18
IN2160 Randomized Algorithms 8 WS16/17

Elective Modules Informatics

ID Title Credits Last offered
IN2354 3D Scanning & Motion Capture 6 WS25/26
CIT423002 AI Testing 5 WS25/26
IN2076 Advanced Computer Architecture 6 WS25/26
CIT3230000 Advanced Concepts of Programming Languages 6 WS25/26
CIT433027 Advanced Deep Learning for Robotics 8 WS25/26
IN2376 Advanced Robot Control and Learning 6 WS25/26
CIT433037 Advanced Robot Learning and Decision-Making 5 WS25/26
IN2309 Advanced Topics of SW Engineering 8 WS25/26
IN2403 Artificial Intelligence in Medicine 5 WS25/26
IN3350 Ausgewählte Themen aus dem Bereich Formale Methoden und ihre Anwendungen 5 WS25/26
IN2041 Automata and Formal Languages 8 WS25/26
IN2410 Causality 8 WS25/26
CIT4230001 Computational Modeling for System Genetics 6 WS25/26
IN2229 Computational Social Choice 6 WS25/26
IN2021 Computer Aided Medical Procedures 6 WS25/26
IN2375 Computer Vision III: Detection, Segmentation, and Tracking 6 WS25/26
MW2411 Concepts and Software Design for Cyber-Physical Systems 5 WS25/26
IN2383 Formal Methods for Cyber-Physical Systems 5 WS25/26
IN0037 Game Physics 6 WS25/26
IN2296 Games on Graphs 5 WS25/26
EI70630 HW/SW Codesign 5 WS25/26
IN2015 Image Synthesis - Realtime-Techniques and global Illumination 5 WS25/26
EI73451 Information Theoretic Security 5 WS25/26
CIT433039 Intelligent Robots with a Sense of Smell 7 WS25/26
IN2381 Introduction to Quantum Computing 5 WS25/26
IN2292 Introduction to Surgical Robotics 6 WS25/26
IN2392 Machine Learning for 3D Geometry 6 WS25/26
CIT433031 Machine Learning for Design Automation and Manufacturing 5 WS25/26
IN2101 Network Security 5 WS25/26
IN2405 Neuroprosthetics - Artificial Limbs 5 WS25/26
IN2365 Parallel Programming Systems 3 WS25/26
IN2081 Patterns in Software Engineering 5 WS25/26
EI71029 Physical Unclonable Functions 5 WS25/26
IN2053 Program Optimization 8 WS25/26
IN2291 Protein Prediction II for Computer Scientists 8 WS25/26
IN2060 Real-Time Systems 6 WS25/26
EI75671 Ringvorlesung Systemsicherheit 3 WS25/26
IN2308 Robot Programming and Control for Human Interaction 5 WS25/26
IN2067 Robotics 6 WS25/26
CIT423000 Scientific Computing and Machine Learning 5 WS25/26
EI7243 Secure Implementation of Cryptographic Algorithms 6 WS25/26
EI71060 Security in Communications and Storage 5 WS25/26
IN2055 Semantics 8 WS25/26
IN2235 Software Engineering in Industrial Practice 3 WS25/26
CIT4330012 Software for Quantum Computing 5 WS25/26
CIT4230000 Strategic IT Management 4 WS25/26
IN2236 Virtual Physics: Using Modern Modeling Methodologies for Computer Simulation 4 WS25/26
MH4L004277 Virtual-, Mixed-, and Augmented Reality 5 WS25/26
IN2125 Virtualization Techniques 5 WS25/26
IN2093 eLearning - Techniques and Infrastructures 3 WS25/26
IN2111 3D User Interfaces 6 SS25
IN2400 Advanced Concepts of Quantum Computing 5 SS25
EI71070 Advanced Cryptographic Implementations 5 SS25
IN2298 Advanced Deep Learning for Physics 6 SS25
IN2084 Advanced Topics of Software Testing 5 SS25
IN2239 Algorithmic Game Theory 5 SS25
IN2352 Applied Biorobotics (Modul MW2388) 6 SS25
CIT333000 Applied Cryptography for Decentralized Systems 5 SS25
IN2408 Artificial Intelligence in Medicine II 5 SS25
IN2356 Autonomous Driving 3 SS25
IN2359 Blockchain-based Systems Engineering 5 SS25
EI70520 Circuit Design for Security 5 SS25
IN2222 Cognitive Systems 5 SS25
IN2227 Compiler Construction I 5 SS25
IN2022 Computer Aided Medical Procedures II 5 SS25
IN2228 Computer Vision II: Multiple View Geometry (3D Computer Vision) 8 SS25
IN2324 Connected Mobility Basics 8 SS25
CIT3330003 Cryptography 5 SS25
IN2305 Cyber-Physical Systems 6 SS25
CIT4330013 Design Automation and Simulation for Microfluidic Devices 5 SS25
CIT423001 DevOps: Engineering for Deployment and Operations 6 SS25
IN2004 Efficient Algorithms and Data Structures II 8 SS25
CIT4230005 Engineering Resilient Cognitive Systems 3 SS25
IN2297 Geometry Processing 6 SS25
IN2407 Hardware Security 5 SS25
IN2061 Introduction to digital signal processing 7 SS25
CIT4330009 IoT Security 5 SS25
IN2393 Lecture Machine Learning for Regulatory Genomics 6 SS25
IN2049 Logic 8 SS25
CIT433032 Logic Synthesis and Physical Design 6 SS25
IN2050 Model Checking 8 SS25
IN2045 Network Analysis – Statistical and Formal Models and Methods 5 SS25
IN0024 Operations Research 6 SS25
IN2052 Petri Nets 5 SS25
IN2322 Protein Prediction I for Computer Scientists 8 SS25
EI71073 Quantum Computers and Quantum Secure Communications 5 SS25
IN2394 Requirements Engineering 3 SS25
IN2138 Robot Motion Planning 5 SS25
IN2178 Security Engineering 5 SS25
IN2068 Sensor-based Robotic Manipulation and Locomotion 3 SS25
IN2087 Software Engineering for Business Applications - Master's Course: Web Application Engineering 8 SS25
IN2388 Tensor Networks 5 SS25
IN2267 Transaction Systems 6 SS25
IN2040 Virtual Machines 6 SS25
EI70520 Coding for Private Reliable and Efficient Distributed Learning 5 WS24/25
IN2007 Complexity Theory 8 WS24/25
IN2315 Network Coding 6 WS24/25
IN2161 Networks for Monetary Transactions 3 WS24/25
IN2311 Turbulent Flow Simulation on HPC-Systems 5 WS24/25
IN2362 Language based Security 5 SS24
CIT436000 Legged Robots 5 SS24
IN2194 Peer-to-Peer Systems and Security 6 SS24
IN2333 Protocol Design 8 SS24
IN2306 Scientific Computing in Circuit Simulation 5 SS24
IN3100 Selected Topics in Databases and Information Systems: Digital Health Service Systems 5 SS24
IN3470 Selected Topics in Distributed Systems and Computer Networks - Block lecture on Network Mechanisms 5 SS24
IN2358 Lambda Calculus 5 WS23/24
IN3450 Selected Topics in Computer Architecture, Computer Networks and Distributed Systems 5 WS23/24
IN2409 Inverse Problems in Medicine 5 SS23
IN3100 Selected Topics in Databases and Information Systems: Data Processing On Modern Hardware 5 SS23
IN2211 Auction Theory and Market Design 5 WS22/23
IN3100 Selected Topics in Databases and Information Systems (High-Performance Query Processing) 5 WS22/23
IN2357 Machine Learning for Computer Vision 5 SS22
IN2340 Quantitative Verification 5 WS21/22
IN2385 Safety and Security 3 WS21/22
IN2387 Time Integration and Differential Equations 5 SS21
IN2032 Electronic Publishing / Document Engineering and the World-Wide Web 5 WS20/21
IN2075 Microprocessors 5 WS20/21
IN2384 Numerical Algorithms in Computer Vision and Machine Learning 5 WS20/21
IN2310 Parallel Program Engineering 5 WS20/21
IN2365 Parallel Programming Systems 3 WS20/21
IN2355 Robotic 3D Vision 5 WS20/21
IN2319 Computational Physiology for Medical Image Computing 6 SS20
IN2098 Mobile Distributed Systems 5 SS20
IN3480 Selected Topics in Algorithms and Scientific Computing 5 SS20
IN2330 Convex Optimization for Computer Vision 6 WS19/20
IN2016 Image Understanding II: Robot Vision 4 WS19/20
IN2075 Microprocessors 5 WS19/20
IN2210 Tracking and Detection in Computer Vision 7 WS19/20
IN2125 Virtualization Techniques 5 WS19/20
IN2367 Automated Programming 2 SS19
IN2080 Modelling of Distributed Systems 4 SS19
IN2329 Probabilistic Graphical Models in Computer Vision 5 SS19
IN3430 Selected Topics in Software Engineering - Internet of Things and Services 5 WS18/19
IN2042 Automata and Formal Languages II 5 SS18
IN2099 Network and System Management 4 SS18
IN2330 Convex Optimization for Computer Vision 6 WS17/18
IN2355 Robotic 3D Vision 5 WS17/18
IN3200 Selected Topics in Computer Graphics and Vision - Machine Learning for Computer Vision 5 WS17/18
IN3350 Selected Topics in Formal Methods and their Applications - Lambda Calculus 5 WS17/18
IN3200 Visual Speech Processing 5 WS17/18
IN3200 Selected Topics in Computer Graphics and Vision - Machine Learning for Computer Vision 5 WS15/16
IN2048 Equational logic and lambda calculus 8 SS15
IN3100 Selected Topics in Databases and Information Systems: Scalable Similarity Search Algorithms 5 WS10/11
IN2235 Software Engineering in an Industrial Setting - Business Information Systems and their Impact on the Enterprise 3 WS10/11
IN3200 Selected Topics in Computer Graphics and Image Understanding 5 SS10

Further Elective Modules

ID Title Credits Last offered
CIT323000 Concepts of C++ Programming 6 WS24/25
IN2348 Ringvorlesung "Digitalisierung" 2 SS24