DAS in Data Science  |
 Core Courses |
| Foundations Courses |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 227-0427-00L | Signal Analysis, Models, and Machine Learning | W | 6 credits | 4G | H.‑A. Loeliger |
|
| Capstone Project |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 266-0100-00L | Capstone Project  Only for DAS in Data Science. | O | 8 credits | 17A | F. Perez Cruz,
O. Verscheure,
Professors |
|
| Specialisation Track |
Hardware for Machine Learning
Offered in the spring semester. |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 227-0155-00L | Machine Learning on Microcontrollers Registration in this class requires the permission of the instructors. Class size will be limited to 25.
Preference is given to students in the MSc EEIT. | W | 3 credits | 2G | M. Magno,
L. Benini |
|
| Image Analysis & Computer Vision |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 263-5902-00L | Computer Vision | W | 7 credits | 3V + 1U + 2A | M. Pollefeys,
V. Ferrari,
L. Van Gool |
|
| Neural Information Processing |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 227-0421-00L | Learning in Deep Artificial and Biological Neuronal Networks | W | 4 credits | 3G | B. Grewe |
| 227-1033-00L | Neuromorphic Engineering I Registration in this class requires the permission of the instructors. Class size will be limited to available lab spots.
Preference is given to students that require this class as part of their major. | W | 6 credits | 2V + 3U | T. Delbrück,
G. Indiveri,
S.‑C. Liu |
|
| Statistics |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 401-0625-01L | Applied Analysis of Variance and Experimental Design | W | 5 credits | 2V + 1U | L. Meier |
| 401-0649-00L | Applied Statistical Regression | W | 5 credits | 2V + 1U | M. Dettling |
| 401-3612-00L | Stochastic Simulation Does not take place this semester. | W | 5 credits | 3G | |
| 401-3621-00L | Fundamentals of Mathematical Statistics | W | 10 credits | 4V + 1U | S. van de Geer |
| 401-3622-00L | Statistical Modelling | W | 8 credits | 4G | C. Heinze-Deml |
| 401-3628-14L | Bayesian Statistics | W | 4 credits | 2V | F. Sigrist |
| 401-4623-00L | Time Series Analysis Does not take place this semester. | W | 6 credits | 3G | N. Meinshausen |
|
| Machine Learning and Artificial Intelligence |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 227-0689-00L | System Identification | W | 4 credits | 2V + 1U | R. Smith |
| 252-0535-00L | Advanced Machine Learning | W | 8 credits | 3V + 2U + 2A | J. M. Buhmann |
| 263-2400-00L | Reliable and Interpretable Artificial Intelligence | W | 5 credits | 2V + 1U + 1A | M. Vechev |
| 263-3210-00L | Deep Learning | W | 5 credits | 2V + 1U + 1A | T. Hofmann |
| 263-5210-00L | Probabilistic Artificial Intelligence | W | 5 credits | 2V + 1U + 1A | A. Krause |
|
| Big Data Systems |
| Number | Title | Type | ECTS | Hours | Lecturers |
|---|
| 252-0834-00L | Information Systems for Engineers Does not take place this semester. | W | 4 credits | 2V + 1U | to be announced |
| 263-2800-00L | Design of Parallel and High-Performance Computing | W | 8 credits | 3V + 2U + 2A | M. Püschel,
T. Ben Nun |
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