Lectures in Master Data Engineering and Analytics - 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

Required Modules Data Engineering and Analytics

ID	Title	Credits	Last offered
IN2326	Foundations in Data Engineering	8	WS26
MA4800	Foundations of Data Analysis	8	SS26/27

Data Engineering

ID	Title	Credits	Last offered
IN2140	Advanced Concepts of Distributed Databases - Programming Database Web Applications	4	WS26
CIT3230002	Cloud Information Systems	5	WS26
IN2219	Query Optimization	6	WS26
CIT323005 🌟	Cloud-Based Data Processing	6	SS26/27
IN2118	Database Systems on Modern CPU Architectures	6	SS26/27
CIT3330002	IT Security 2	5	SS26/27
IN2147	Parallel Programming	5	SS26/27
IN2031	Application and Implementation of Database Systems	6	SS25/26
IN2259	Distributed Systems	5	WS22

Data Analytics

ID	Title	Credits	Last offered
EI7649	Approximate Dynamic Programming and Reinforcement Learning	6	WS26
IN2028	Business Analytics and Machine Learning	5	WS26
IN2030	Data Mining and Knowledge Discovery	3	WS26
CITHN2014	Foundations and Application of Generative AI	6	WS26
IN2406	Fundamentals of Artificial Intelligence	None	WS26
IN2064	Machine Learning	8	WS26
IN2369	Machine Vision	6	WS26
IN2133	Principles of Computer Vision	4	WS26
MA4802	Statistical Learning	6	WS26
IN2026	Visual Data Analytics	5	WS26
MA4402	Computational Statistics	5	SS26/27
IN2010	Modelling and Simulation	8	SS26/27
EI70380	Signal Processing and Machine Learning	5	SS26/27
IN2028	Data Analysis and Visualization in R	5	WS25
CIT3330000	Introduction to Mobile Robotics	6	WS23
IN2124	Basic Mathematical Methods for Imaging and Visualization	5	WS22
IN2023	Image Understanding I: Machine Vision Algorithms	3	SS20/21
IN2064 🌟	Machine Learning	8	WS15

Data Analysis

ID	Title	Credits	Last offered
CIT5130001	Applied Statistics and Data Analysis	5	WS26
MA3001	Functional Analysis	9	WS26
MA5441	Fundamentals of Mathematical Statistics	9	WS26
MA3503	Nonlinear Optimization: Advanced	5	WS26
MA2409	Probability Theory	9	WS26
CIT4230004 💎	Statistical Foundations of Learning	8	WS26
CIT5130001	Applied Statistics and Data Analysis	5	SS26/27
CIT413048	Mathematical Foundations of Machine Learning [CIT413048, including MA4801]	9	SS26/27
MA4503	Modern Methods in Nonlinear Optimization	5	SS26/27
MA3403	Generalized Linear Models	9	WS25
MA5439	Graphical Models in Statistics	9	SS25/26
MA5225	Polyhedral Combinatorics	6	SS25/26
CIT4100003	Approximation Algorithms	9	WS24

Advanced Topics in Data Engineering

ID	Title	Credits	Last offered
IN2097	Advanced Computer Networking	5	WS26
CIT323001	High Performance Query Processing	5	WS26
IN2328	TUM Data Innovation Lab , [CIT 413067]	10	WS26
CIT3230003	Data Structure Engineering	5	SS26/27
IN2018	Augmented Reality	6	SS26/27
CIT3230004	Data Processing on Modern Hardware	5	SS26/27
CIT3230001	Code Generation for Data Processing	6	WS25
IN2288	Event Processing	5	SS22/23
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

Special Topics in Data Analytics

ID	Title	Credits	Last offered
IN2390	Advanced Deep Learning for Computer Vision: Visual Computing	8	WS26
IN2003	Efficient Algorithms and Data Structures	8	WS26
IN2346	Introduction to Deep Learning	6	WS26
MGT001299	Introduction to Deep Reinforcement Learning (Lecture)	6	WS26
IN2361	Natural Language Processing	6	WS26
CIT433044	Trustworthy Distributed Learning	6	WS26
CIT4330017	Trustworthy Machine Learning Systems	3	WS26
CIT4230003	Advanced Machine Learning: Deep Generative Models	3	SS26/27
CIT4230002	Advanced Natural Language Processing	5	SS26/27
IN2001	Algorithms for Scientific Computing	8	SS26/27
IN2345	Algorithms for Uncertainty Quantification	5	SS26/27
CIT4230006	Causal Inference in Time series	5	SS26/27
EI7638	Compressive Sampling	5	SS26/27
CIT433021	Fundamentals of Foundation Models	5	SS26/27
IN2323	Machine Learning for Graphs and Sequential Data	5	SS26/27
MA5348	Numerical Methods for Uncertainty Quantification	6	SS26/27
EI70360	Machine Learning and Optimization	5	WS25
CIT423004 🌟	Robust Machine Learning	3	WS25
EI71068	Deep learning and inverse problems	6	SS25/26
MA3312	Optimal Control of Ordinary Differential Equations 1	5	SS25/26
EI7641	Applied Reinforcement Learning	6	SS23/24
CIT4330001 🌟	Machine Learning und IT-Sicherheit	5	WS22
IN2389 🌟	Advanced Deep Learning for Computer Vision: Dynamic Vision	8	WS21
IN2002	Algorithms for Scientific Computing II - Sparse Matrices	4	WS19
IN2246	Computer Vision I: Variational Methods	8	WS19
IN2246 🌟	Computer Vision I: Variational Methods	8	WS17
IN2160	Randomized Algorithms	8	WS16

Elective Modules Informatics

ID	Title	Credits	Last offered
IN2354	3D Scanning & Motion Capture	6	WS26
IN2076	Advanced Computer Architecture	6	WS26
CIT3230000	Advanced Concepts of Programming Languages	6	WS26
CIT433027	Advanced Deep Learning for Robotics	8	WS26
CIT433037	Advanced Robot Learning and Decision-Making	5	WS26
IN2309	Advanced Topics of SW Engineering	8	WS26
CIT423002	AI Testing	5	WS26
IN2403	Artificial Intelligence in Medicine	5	WS26
IN2041 🌟	Automata and Formal Languages	8	WS26
IN2375	Computer Vision III: Detection, Segmentation, and Tracking	6	WS26
MW2411	Concepts and Software Design for Cyber-Physical Systems	5	WS26
IN2093	eLearning - Techniques and Infrastructures	3	WS26
IN2383	Formal Methods for Cyber-Physical Systems	5	WS26
IN0037	Game Physics	6	WS26
IN2296	Games on Graphs	5	WS26
EI70630	HW/SW Codesign	5	WS26
IN2015	Image Synthesis - Realtime-Techniques and global Illumination	5	WS26
EI73451	Information Theoretic Security	5	WS26
CIT433039	Intelligent Robots with a Sense of Smell	7	WS26
IN2381	Introduction to Quantum Computing	5	WS26
IN2292	Introduction to Surgical Robotics	6	WS26
IN2392	Machine Learning for 3D Geometry	6	WS26
CIT433031	Machine Learning for Design Automation and Manufacturing	5	WS26
IN2101	Network Security	5	WS26
IN2405	Neuroprosthetics - Artificial Limbs	5	WS26
IN2365	Parallel Programming Systems	3	WS26
IN2081	Patterns in Software Engineering	5	WS26
EI71029	Physical Unclonable Functions	5	WS26
IN2053	Program Optimization	8	WS26
IN2291 🌟	Protein Prediction II for Computer Scientists	8	WS26
IN2060	Real-Time Systems	6	WS26
EI75671	Ringvorlesung Systemsicherheit	3	WS26
IN2308	Robot Programming and Control for Human Interaction	5	WS26
IN2067	Robotics	6	WS26
EI7243	Secure Implementation of Cryptographic Algorithms	6	WS26
EI71060	Security in Communications and Storage	5	WS26
IN3100 💎	Selected Topics in Databases and Information Systems (Designing, Specifying and Testing Distributed Data Systems)	5	WS26
IN3350	Selected Topics in Formal Methods and their Applications	5	WS26
IN2235	Software Engineering in Industrial Practice	3	WS26
CIT4330012	Software for Quantum Computing	5	WS26
CIT4230000	Strategic IT Management	4	WS26
IN2236	Virtual Physics: Using Modern Modeling Methodologies for Computer Simulation	4	WS26
MH4L004277	Virtual-, Mixed-, and Augmented Reality	5	WS26
IN2228	3D Computer Vision	8	SS26/27
IN2111	3D User Interfaces	6	SS26/27
IN2400	Advanced Concepts of Quantum Computing	5	SS26/27
EI71070	Advanced Cryptographic Implementations	5	SS26/27
IN2298	Advanced Deep Learning for Physics	6	SS26/27
IN2376	Advanced Robot Control and Learning	6	SS26/27
CIT423011 🌟	Advanced Topics in Computational Social Choice	5	SS26/27
IN2084	Advanced Topics of Software Testing	5	SS26/27
IN2239	Algorithmic Game Theory	5	SS26/27
IN2408	Artificial Intelligence in Medicine II	5	SS26/27
IN2356	Autonomous Driving	3	SS26/27
IN2359	Blockchain-based Systems Engineering	5	SS26/27
EI70520	Circuit Design for Security	5	SS26/27
IN2222	Cognitive Systems	5	SS26/27
IN2227	Compiler Construction I	5	SS26/27
IN2007	Complexity Theory	8	SS26/27
IN2022	Computer Aided Medical Procedures II	5	SS26/27
CIT3330003	Cryptography	5	SS26/27
CIT333003 🌟	Cryptography for Decentralized Systems	6	SS26/27
IN2305	Cyber-Physical Systems	6	SS26/27
CIT423001	DevOps: Engineering for Deployment and Operations	6	SS26/27
IN2004	Efficient Algorithms and Data Structures II	8	SS26/27
CIT4230005	Engineering Resilient Cognitive Systems	3	SS26/27
IN2297	Geometry Processing	6	SS26/27
IN2061	Introduction to digital signal processing	7	SS26/27
CIT4330009	IoT Security	5	SS26/27
IN2393	Lecture Machine Learning for Regulatory Genomics	6	SS26/27
IN2049	Logic	8	SS26/27
CIT433032	Logic Synthesis and Physical Design	6	SS26/27
IN2050	Model Checking	8	SS26/27
IN2045	Network Analysis – Statistical and Formal Models and Methods	5	SS26/27
IN0024	Operations Research	6	SS26/27
IN2052	Petri Nets	5	SS26/27
IN2322	Protein Prediction I for Computer Scientists	8	SS26/27
IN2333	Protocol Design	8	SS26/27
EI71073	Quantum Computers and Quantum Secure Communications	5	SS26/27
CIT423010 🌟	Requirements Engineering	5	SS26/27
IN2138	Robot Motion Planning	5	SS26/27
IN2306	Scientific Computing in Circuit Simulation	5	SS26/27
IN2178	Security Engineering	5	SS26/27
IN2068	Sensor-based Robotic Manipulation and Locomotion	3	SS26/27
IN2087	Software Engineering for Business Applications - Master's Course: Web Application Engineering	8	SS26/27
IN2388	Tensor Networks	5	SS26/27
IN2267	Transaction Systems	6	SS26/27
IN2410	Causality	8	WS25
IN3420	Computational Modeling for System Genetics	5	WS25
IN2229	Computational Social Choice	6	WS25
IN2319	Computer Aided Medical Procedures	6	WS25
IN2392	Medical Augmented Reality	6	WS25
IN2365	Scientific Computing and Machine Learning	3	WS25
IN2055	Semantics	8	WS25
IN2125	Virtualization Techniques	5	WS25
IN2352	Applied Biorobotics (Modul MW2388)	6	SS25/26
IN2324	Connected Mobility Basics	8	SS25/26
CIT4330013	Design Automation and Simulation for Microfluidic Devices	5	SS25/26
IN2407	Hardware Security	5	SS25/26
IN2040	Virtual Machines	6	SS25/26
IN2315	Network Coding	6	WS24
IN2161	Networks for Monetary Transactions	3	WS24
IN2311	Turbulent Flow Simulation on HPC-Systems	5	WS24
IN2362	Language based Security	5	SS24/25
CIT436000 🌟	Legged Robots	5	SS24/25
IN2194	Peer-to-Peer Systems and Security	6	SS24/25
IN3100 🌟	Selected Topics in Databases and Information Systems: Digital Health Service Systems	5	SS24/25
IN3470	Selected Topics in Distributed Systems and Computer Networks - Block lecture on Network Mechanisms	5	SS24/25
IN2358	Lambda Calculus	5	WS23
IN3450	Selected Topics in Computer Architecture, Computer Networks and Distributed Systems	5	WS23
IN2409	Inverse Problems in Medicine	5	SS23/24
IN3100	Selected Topics in Databases and Information Systems: Data Processing On Modern Hardware	5	SS23/24
IN2211	Auction Theory and Market Design	5	WS22
IN2357	Machine Learning for Computer Vision	5	SS22/23
IN2340	Quantitative Verification	5	WS21
IN2385	Safety and Security	3	WS21
IN2387 🌟	Time Integration and Differential Equations	5	SS21/22
IN2032	Electronic Publishing / Document Engineering and the World-Wide Web	5	WS20
IN2075 🌟	Microprocessors	5	WS20
IN2384 🌟	Numerical Algorithms in Computer Vision and Machine Learning	5	WS20
IN2310	Parallel Program Engineering	5	WS20
IN2365	Parallel Programming Systems	3	WS20
IN2355 🌟	Robotic 3D Vision	5	WS20
IN2319	Computational Physiology for Medical Image Computing	6	SS20/21
IN2098	Mobile Distributed Systems	5	SS20/21
IN3480 🌟	Selected Topics in Algorithms and Scientific Computing	5	SS20/21
IN2330	Convex Optimization for Computer Vision	6	WS19
IN2016	Image Understanding II: Robot Vision	4	WS19
IN2075	Microprocessors	5	WS19
IN2210	Tracking and Detection in Computer Vision	7	WS19
IN2125	Virtualization Techniques	5	WS19
IN2367 🌟	Automated Programming	2	SS19/20
IN2080	Modelling of Distributed Systems	4	SS19/20
IN2329 🌟	Probabilistic Graphical Models in Computer Vision	5	SS19/20
IN3430	Selected Topics in Software Engineering - Internet of Things and Services	5	WS18
IN2042	Automata and Formal Languages II	5	SS18/19
IN2099	Network and System Management	4	SS18/19
IN2330 🌟	Convex Optimization for Computer Vision	6	WS17
IN2355 🌟	Robotic 3D Vision	5	WS17
IN3200 🌟	Selected Topics in Computer Graphics and Vision - Machine Learning for Computer Vision	5	WS17
IN3350 🌟	Selected Topics in Formal Methods and their Applications - Lambda Calculus	5	WS17
IN3200 🌟	Visual Speech Processing	5	WS17
IN3200	Selected Topics in Computer Graphics and Vision - Machine Learning for Computer Vision	5	WS15
IN2048	Equational logic and lambda calculus	8	SS15/16
IN3100	Selected Topics in Databases and Information Systems: Scalable Similarity Search Algorithms	5	WS10
IN2235	Software Engineering in an Industrial Setting - Business Information Systems and their Impact on the Enterprise	3	WS10
IN3200 🌟	Selected Topics in Computer Graphics and Image Understanding	5	SS10/11

Further Elective Modules

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