Lectures in Master Data Engineering and Analytics - offered in WS26

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!

💎: 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 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

Required Modules Data Engineering and Analytics

ID Title Credits
IN2326 Foundations in Data Engineering 8

Data Engineering

ID Title Credits
IN2140 Advanced Concepts of Distributed Databases - Programming Database Web Applications 4
CIT3230002 Cloud Information Systems 5
IN2219 Query Optimization 6

Data Analytics

ID Title Credits
EI7649 Approximate Dynamic Programming and Reinforcement Learning 6
IN2028 Business Analytics and Machine Learning 5
IN2028 Data Analysis and Visualization in R 5
IN2030 Data Mining and Knowledge Discovery 3
CITHN2014 Foundations and Application of Generative AI 6
IN2406 Fundamentals of Artificial Intelligence None
IN2064 Machine Learning 8
IN2369 Machine Vision 6
IN2133 Principles of Computer Vision 4
IN2026 Visual Data Analytics 5

Data Analysis

ID Title Credits
CIT5130001 Applied Statistics and Data Analysis 5
CIT4230004 ðŸ’Ž Statistical Foundations of Learning 8

Advanced Topics in Data Engineering

ID Title Credits
IN2097 Advanced Computer Networking 5
CIT323001 High Performance Query Processing 5

Special Topics in Data Analytics

ID Title Credits
IN2390 Advanced Deep Learning for Computer Vision: Visual Computing 8
IN2003 Efficient Algorithms and Data Structures 8
IN2346 Introduction to Deep Learning 6
IN2361 Natural Language Processing 6
CIT4330017 Trustworthy Machine Learning Systems 3

Elective Modules Informatics

ID Title Credits
IN2354 3D Scanning & Motion Capture 6
IN2076 Advanced Computer Architecture 6
CIT3230000 Advanced Concepts of Programming Languages 6
CIT433027 Advanced Deep Learning for Robotics 8
CIT433037 Advanced Robot Learning and Decision-Making 5
IN2309 Advanced Topics of SW Engineering 8
CIT423002 AI Testing 5
IN2403 Artificial Intelligence in Medicine 5
IN2041 ðŸŒŸ Automata and Formal Languages 8
IN3420 Computational Modeling for System Genetics 5
IN2375 Computer Vision III: Detection, Segmentation, and Tracking 6
IN2093 eLearning - Techniques and Infrastructures 3
IN2383 Formal Methods for Cyber-Physical Systems 5
IN0037 Game Physics 6
IN2296 Games on Graphs 5
IN2015 Image Synthesis - Realtime-Techniques and global Illumination 5
CIT433039 Intelligent Robots with a Sense of Smell 7
IN2381 Introduction to Quantum Computing 5
IN2292 Introduction to Surgical Robotics 6
IN2392 Machine Learning for 3D Geometry 6
IN2101 Network Security 5
IN2405 Neuroprosthetics - Artificial Limbs 5
IN2365 Parallel Programming Systems 3
IN2081 Patterns in Software Engineering 5
IN2053 Program Optimization 8
IN2291 ðŸŒŸ Protein Prediction II for Computer Scientists 8
IN2060 Real-Time Systems 6
IN2308 Robot Programming and Control for Human Interaction 5
IN2067 Robotics 6
EI71060 Security in Communications and Storage 5
IN3100 ðŸ’Ž Selected Topics in Databases and Information Systems (Designing, Specifying and Testing Distributed Data Systems) 5
IN3350 Selected Topics in Formal Methods and their Applications 5
IN2055 Semantics 8
IN2235 Software Engineering in Industrial Practice 3
CIT4230000 Strategic IT Management 4
IN2236 Virtual Physics: Using Modern Modeling Methodologies for Computer Simulation 4
MH4L004277 Virtual-, Mixed-, and Augmented Reality 5