Data Science Master  |
 Master Studies (Programme Regulations 2023) |
| Core Courses |
| Data Analysis |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 227-0434-10L | Mathematics of Information | W | 9 credits | 3V + 2U + 2A | H. Bölcskei,
T. Allard |
| 401-3632-00L | Computational Statistics | W | 8 credits | 3V + 2U | J. B. H. Jonathan Koh Boon Han |
|
| Data Management |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 261-5110-00L | Optimization for Data Science Does not take place this semester.
Will be offered again in AS 2025 | W | 10 credits | 3V + 2U + 4A | N. He |
| 263-4508-00L | Algorithmic Foundations of Data Science | W | 10 credits | 3V + 2U + 4A | D. Steurer |
|
| Electives |
| Subject-Specific Electives |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 151-0566-00L | Recursive Estimation | W | 4 credits | 2V + 1U | R. D'Andrea |
| 261-5130-00L | Research in Data Science  | W | 6 credits | 13A | Professors |
| 263-0008-00L | Computational Intelligence Lab | W | 8 credits | 2V + 2U + 3A | V. Boeva |
| 263-3710-00L | Machine Perception | W | 8 credits | 3V + 2U + 2A | M. Kaufmann,
O. Hilliges,
X. Wang |
| 263-3855-00L | Cloud Computing Architecture | W | 9 credits | 3V + 2U + 3A | A. Klimovic |
| 263-4510-00L | Introduction to Topological Data Analysis | W | 8 credits | 3V + 2U + 2A | P. Schnider,
L. Slot |
| 263-5000-00L | Computational Semantics for Natural Language Processing | W | 6 credits | 2V + 1U + 2A | M. Sachan |
| 263-5051-00L | AI Center Projects in Machine Learning Research Last cancellation/deregistration date for this ungraded semester performance: Friday, 14 March 2025! Please note that after that date no deregistration will be accepted and the course will be considered as "fail". | W | 4 credits | 2V + 1A | A. Ilic,
A. Devos,
G. Dias Pereira Guiomar,
I. Hakimi,
G. Kissas,
I. Schlág,
P.‑Y. Wu |
| 263-5354-00L | Large Language Models | W | 8 credits | 3V + 2U + 2A | R. Cotterell,
M. Sachan,
F. Tramèr |
| 227-0150-00L | Systems-on-Chip for Data Analytics and Machine Learning | W | 6 credits | 4G | L. Benini,
F. K. Gürkaynak |
| 227-0420-00L | Information Theory II | W | 6 credits | 4G | A. Lapidoth,
S. M. Moser |
| 227-0427-10L | Model-Based Estimation and Signal Analysis | W | 6 credits | 4G | H.‑A. Loeliger |
| 227-0432-00L | Learning, Classification and Compression | W | 4 credits | 2V + 1U | E. Riegler |
| 401-0102-00L | Applied Multivariate Statistics | W | 5 credits | 2V + 1U | F. Sigrist |
| 401-3602-00L | Applied Stochastic Processes | W | 7 credits | 3V + 1U | V. Tassion |
| 401-3627-00L | High-Dimensional Statistics | W | 4 credits | 2V | P. L. Bühlmann |
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