Lectures in Master Data Engineering and Analytics - offered in SS26
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).
Required Modules Data Engineering and Analytics
| ID | Title | Credits |
|---|---|---|
| MA4800 | Foundations of Data Analysis | 8 |
Data Engineering
| ID | Title | Credits |
|---|---|---|
| IN2118 | Database Systems on Modern CPU Architectures | 6 |
| CIT3330002 | IT Security 2 | 5 |
| IN2147 | Parallel Programming | 5 |
Data Analytics
| ID | Title | Credits |
|---|---|---|
| MA4402 💎 | Computational Statistics | 5 |
| IN2010 | Modelling and Simulation | 8 |
| EI70380 | Signal Processing and Machine Learning | 5 |
Data Analysis
| ID | Title | Credits |
|---|---|---|
| CIT5130001 | Applied Statistics and Data Analysis | 5 |
| CIT413048 | Mathematical Foundations of Machine Learning | 9 |
| MA4503 | Modern Methods in Nonlinear Optimization | 5 |
Advanced Topics in Data Engineering
| ID | Title | Credits |
|---|---|---|
| CIT3230003 | Data Structure Engineering | 5 |
| IN2018 | Augmented Reality | 6 |
| CIT3230004 | Data Processing on Modern Hardware | 5 |
| IN2328 | TUM Data Innovation Lab | 10 |
Special Topics in Data Analytics
| ID | Title | Credits |
|---|---|---|
| IN2390 | Advanced Deep Learning for Computer Vision: Visual Computing | 8 |
| CIT4230003 | Advanced Machine Learning: Deep Generative Models | 3 |
| CIT4230002 | Advanced Natural Language Processing | 5 |
| IN2001 | Algorithms for Scientific Computing | 8 |
| IN2345 | Algorithms for Uncertainty Quantification | 5 |
| CIT4230006 | Causal Inference in Time series | 5 |
| EI7638 | Compressive Sampling | 5 |
| CIT433021 | Fundamentals of Foundation Models | 5 |
| IN2346 | Introduction to Deep Learning | 6 |
| IN2323 💎 | Machine Learning for Graphs and Sequential Data | 5 |
| MA5348 | Numerical Methods for Uncertainty Quantification | 6 |