Lectures in Master Data Engineering and Analytics - offered in SS26 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
MA4800	Foundations of Data Analysis	8	SS26
IN2326	Foundations in Data Engineering	8	WS25/26

Data Engineering

ID	Title	Credits	Last offered
IN2118	Database Systems on Modern CPU Architectures	6	SS26
CIT3330002	IT Security 2	5	SS26
IN2147	Parallel Programming	5	SS26
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
IN2259	Distributed Systems	5	WS22/23

Data Analytics

ID	Title	Credits	Last offered
MA4402 💎	Computational Statistics	5	SS26
IN2010	Modelling and Simulation	8	SS26
EI70380	Signal Processing and Machine Learning	5	SS26
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
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	SS26
CIT413048	Mathematical Foundations of Machine Learning	9	SS26
MA4503	Modern Methods in Nonlinear Optimization	5	SS26
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
MA5439	Graphical Models in Statistics	9	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
CIT3230003	Data Structure Engineering	5	SS26
IN2018	Augmented Reality	6	SS26
CIT3230004	Data Processing on Modern Hardware	5	SS26
IN2328	TUM Data Innovation Lab	10	SS26
IN2097	Advanced Computer Networking	5	WS25/26
CIT3230001	Code Generation for Data Processing	6	WS25/26
CIT323001	High Performance Query Processing	5	WS25/26
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	SS26
CIT4230003	Advanced Machine Learning: Deep Generative Models	3	SS26
CIT4230002	Advanced Natural Language Processing	5	SS26
IN2001	Algorithms for Scientific Computing	8	SS26
IN2345	Algorithms for Uncertainty Quantification	5	SS26
CIT4230006	Causal Inference in Time series	5	SS26
EI7638	Compressive Sampling	5	SS26
CIT433021	Fundamentals of Foundation Models	5	SS26
IN2346	Introduction to Deep Learning	6	SS26
IN2323 💎	Machine Learning for Graphs and Sequential Data	5	SS26
MA5348	Numerical Methods for Uncertainty Quantification	6	SS26
IN2003	Efficient Algorithms and Data Structures	8	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
CIT423004 🌟	Robust Machine Learning	3	WS25/26
CIT433044 🌟	Trustworthy Distributed Learning	6	WS25/26
CIT4330017	Trustworthy Machine Learning Systems	3	WS25/26
EI71068	Deep learning and inverse problems	6	SS25
MA3312	Optimal Control of Ordinary Differential Equations 1	5	SS25
EI7223	Information Retrieval in High Dimensional Data	6	WS24/25
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
IN2228	3D Computer Vision	8	SS26
IN2354	3D Scanning & Motion Capture	6	SS26
IN2111	3D User Interfaces	6	SS26
IN2400	Advanced Concepts of Quantum Computing	5	SS26
EI71070	Advanced Cryptographic Implementations	5	SS26
IN2298	Advanced Deep Learning for Physics	6	SS26
CIT433027	Advanced Deep Learning for Robotics	8	SS26
IN2376	Advanced Robot Control and Learning	6	SS26
CIT433037	Advanced Robot Learning and Decision-Making	5	SS26
CIT423011 🌟	Advanced Topics in Computational Social Choice	5	SS26
IN2084	Advanced Topics of Software Testing	5	SS26
IN2239	Algorithmic Game Theory	5	SS26
IN2408	Artificial Intelligence in Medicine II	5	SS26
IN2356	Autonomous Driving	3	SS26
IN2359	Blockchain-based Systems Engineering	5	SS26
EI70520	Circuit Design for Security	5	SS26
IN2222	Cognitive Systems	5	SS26
IN2227	Compiler Construction I	5	SS26
IN2007 💎	Complexity Theory	8	SS26
IN2022	Computer Aided Medical Procedures II	5	SS26
MW2411	Concepts and Software Design for Cyber-Physical Systems	5	SS26
CIT3330003	Cryptography	5	SS26
IN2305	Cyber-Physical Systems	6	SS26
CIT423001	DevOps: Engineering for Deployment and Operations	6	SS26
IN2004	Efficient Algorithms and Data Structures II	8	SS26
IN2093	eLearning - Techniques and Infrastructures	3	SS26
CIT4230005	Engineering Resilient Cognitive Systems	3	SS26
IN2297	Geometry Processing	6	SS26
EI70630	HW/SW Codesign	5	SS26
CIT433039	Intelligent Robots with a Sense of Smell	7	SS26
IN2061	Introduction to digital signal processing	7	SS26
CIT4330009	IoT Security	5	SS26
IN2393	Lecture Machine Learning for Regulatory Genomics	6	SS26
IN2049	Logic	8	SS26
CIT433032	Logic Synthesis and Physical Design	6	SS26
IN2392	Machine Learning for 3D Geometry	6	SS26
CIT433031	Machine Learning for Design Automation and Manufacturing	5	SS26
IN2050	Model Checking	8	SS26
IN2045	Network Analysis – Statistical and Formal Models and Methods	5	SS26
IN0024	Operations Research	6	SS26
IN2052	Petri Nets	5	SS26
IN2322	Protein Prediction I for Computer Scientists	8	SS26
IN2333 💎	Protocol Design	8	SS26
EI71073	Quantum Computers and Quantum Secure Communications	5	SS26
CIT423010 🌟	Requirements Engineering	5	SS26
IN2138	Robot Motion Planning	5	SS26
IN2306 💎	Scientific Computing in Circuit Simulation	5	SS26
IN2178	Security Engineering	5	SS26
IN2068	Sensor-based Robotic Manipulation and Locomotion	3	SS26
IN2087	Software Engineering for Business Applications - Master's Course: Web Application Engineering	8	SS26
IN2388	Tensor Networks	5	SS26
IN2267	Transaction Systems	6	SS26
IN2076	Advanced Computer Architecture	6	WS25/26
CIT3230000	Advanced Concepts of Programming Languages	6	WS25/26
IN2309	Advanced Topics of SW Engineering	8	WS25/26
CIT423002	AI Testing	5	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
IN2383	Formal Methods for Cyber-Physical Systems	5	WS25/26
IN0037	Game Physics	6	WS25/26
IN2296	Games on Graphs	5	WS25/26
IN2015	Image Synthesis - Realtime-Techniques and global Illumination	5	WS25/26
EI73451	Information Theoretic Security	5	WS25/26
IN2381	Introduction to Quantum Computing	5	WS25/26
IN2292	Introduction to Surgical Robotics	6	WS25/26
IN2293	Medical Augmented Reality	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
IN2352	Applied Biorobotics (Modul MW2388)	6	SS25
IN2324	Connected Mobility Basics	8	SS25
CIT4330013	Design Automation and Simulation for Microfluidic Devices	5	SS25
IN2407	Hardware Security	5	SS25
IN2040	Virtual Machines	6	SS25
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
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