Data Science Master |
Core Courses |
Data Analysis |
Information and Learning |
Number | Title | Type | ECTS | Hours | Lecturers |
---|
227-0434-10L | Mathematics of Information | W | 8 credits | 3V + 2U + 2A | H. Bölcskei |
|
Statistics |
Number | Title | Type | ECTS | Hours | Lecturers |
---|
401-3632-00L | Computational Statistics | W | 8 credits | 3V + 1U | N. Meinshausen |
|
Data Management |
Number | Title | Type | ECTS | Hours | Lecturers |
---|
261-5110-00L | Optimization for Data Science | W | 10 credits | 3V + 2U + 4A | B. Gärtner,
N. He |
|
Core Electives |
Number | Title | Type | ECTS | Hours | Lecturers |
---|
151-0566-00L | Recursive Estimation | W | 4 credits | 2V + 1U | R. D'Andrea |
227-0150-00L | Systems-on-Chip for Data Analytics and Machine Learning Previously "Energy-Efficient Parallel Computing Systems for Data Analytics" | W | 6 credits | 4G | L. Benini |
227-0155-00L | Machine Learning on Microcontrollers Number of participants limited to 45. Registration in this class requires the permission of the instructors. | W | 6 credits | 3G | M. Magno,
L. Benini |
227-0420-00L | Information Theory II Does not take place this semester. | W | 6 credits | 4G | A. Lapidoth |
227-0424-00L | Model- and Learning-Based Inverse Problems in Imaging | W | 4 credits | 2V + 1P | V. Vishnevskiy |
227-0427-10L | Advanced Signal Analysis, Modeling, and Machine Learning | W | 6 credits | 4G | H.‑A. Loeliger |
227-0432-00L | Learning, Classification and Compression | W | 4 credits | 2V + 1U | E. Riegler |
227-0558-00L | Principles of Distributed Computing | W | 7 credits | 2V + 2U + 2A | R. Wattenhofer,
M. Dory,
G. Zuzic |
227-0560-00L | Deep Learning for Autonomous Driving Number of participants limited to 80. | W | 6 credits | 3V + 2P | D. Dai,
A. Liniger |
252-0211-00L | Information Security | W | 8 credits | 4V + 3U | D. Hofheinz,
S. Krstic,
K. Paterson,
J. L. Toro Pozo |
252-0526-00L | Statistical Learning Theory Does not take place this semester. | W | 8 credits | 3V + 2U + 2A | J. M. Buhmann |
252-0538-00L | Shape Modeling and Geometry Processing | W | 8 credits | 2V + 1U + 4A | O. Sorkine Hornung |
252-0579-00L | 3D Vision | W | 5 credits | 3G + 1A | M. Pollefeys,
D. B. Baráth |
261-5130-00L | Research in Data Science Only for Data Science MSc. | W | 6 credits | 13A | Professors |
263-0007-00L | Advanced Systems Lab Only for master students, otherwise a special permission by the study administration of D-INFK is required. | W | 8 credits | 3V + 2U + 2A | M. Püschel,
C. Zhang |
263-0008-00L | Computational Intelligence Lab Only for master students, otherwise a special permission by the study administration of D-INFK is required. | W | 8 credits | 2V + 2U + 3A | G. Rätsch |
263-2925-00L | Program Analysis for System Security and Reliability | W | 7 credits | 2V + 1U + 3A | M. Vechev |