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Course units in Autumn Semester 2022
Data Science Master  |
 Core Courses |
| Core Electives |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 151-0563-01L | Dynamic Programming and Optimal Control | W | 4 credits | 2V + 1U | R. D'Andrea |
| 227-0101-00L | Discrete-Time and Statistical Signal Processing | W | 6 credits | 4G | H.‑A. Loeliger |
| 227-0417-00L | Information Theory I | W | 6 credits | 4G | A. Lapidoth |
| 227-0689-00L | System Identification | W | 4 credits | 2V + 1U | R. Smith |
| 227-2210-00L | Computer Architecture | W | 8 credits | 6G + 1A | O. Mutlu |
| 252-1414-00L | System Security | W | 7 credits | 2V + 2U + 2A | S. Capkun,
S. Shinde |
| 252-3005-00L | Natural Language Processing  Number of participants limited to 400. | W | 7 credits | 3V + 3U + 1A | R. Cotterell |
| 261-5130-00L | Research in Data Science Only for Data Science MSc. | W | 6 credits | 13A | Professors |
| 263-0006-00L | Algorithms Lab Only for master students! | W | 8 credits | 4P + 3A | A. Steger,
E. Welzl |
| 263-0009-00L | Information Security Lab Only for master students! | W | 8 credits | 2V + 1U + 3P + 1A | K. Paterson,
D. Basin,
S. Capkun,
D. Hofheinz,
A. Perrig,
S. Shinde,
F. Tramèr |
| 263-2400-00L | Reliable and Trustworthy Artificial Intelligence | W | 6 credits | 2V + 2U + 1A | M. Vechev |
| 263-2800-00L | Design of Parallel and High-Performance Computing Number of participants limited to 125. | W | 9 credits | 3V + 2U + 3A | T. Hoefler,
M. Püschel |
| 263-3210-00L | Deep Learning Number of participants limited to 320. | W | 8 credits | 3V + 2U + 2A | T. Hofmann,
F. Perez Cruz,
N. Perraudin |
| 263-5005-00L | Artificial Intelligence in Education | W | 3 credits | 1V + 0.5U | M. Sachan,
T. Sinha |
| 263-5210-00L | Probabilistic Artificial Intelligence | W | 8 credits | 3V + 2U + 2A | A. Krause |
| 263-5255-00L | Foundations of Reinforcement Learning Does not take place this semester.
Number of participants limited to 190.
The course will be offered again in FS23. | W | 5 credits | 2V + 2A | N. He |
| 263-5300-00L | Guarantees for Machine Learning Number of participants limited to 30. | W | 7 credits | 3V + 1U + 2A | F. Yang,
A. Sanyal |
| 263-5902-00L | Computer Vision | W | 8 credits | 3V + 1U + 3A | M. Pollefeys,
S. Tang,
F. Yu |
| 401-0625-01L | Applied Analysis of Variance and Experimental Design | W | 5 credits | 2V + 1U | L. Meier |
| 401-3054-14L | Probabilistic Methods in Combinatorics | W | 6 credits | 2V + 1U | B. Sudakov |
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