Data Science Master |
Core Courses |
Data Analysis |
Information and Learning |
Number | Title | Type | ECTS | Hours | Lecturers |
---|
252-0535-00L | Advanced Machine Learning | W | 8 credits | 3V + 2U + 2A | J. M. Buhmann |
|
Statistics |
Number | Title | Type | ECTS | Hours | Lecturers |
---|
401-3621-00L | Fundamentals of Mathematical Statistics | W | 10 credits | 4V + 1U | S. van de Geer |
|
Data Management |
Number | Title | Type | ECTS | Hours | Lecturers |
---|
263-3010-00L | Big Data | W | 8 credits | 3V + 2U + 2A | G. Fourny |
263-4500-10L | Advanced Algorithms (with Project) Only for Data Science MSc. | W | 8 credits | 2V + 2U + 2P + 1A | M. Ghaffari,
A. Krause |
|
Core Electives |
Number | Title | Type | ECTS | Hours | Lecturers |
---|
151-0563-01L | Dynamic Programming and Optimal Control | W | 4 credits | 2V + 1U | R. D'Andrea |
252-0417-00L | Randomized Algorithms and Probabilistic Methods | W | 8 credits | 3V + 2U + 2A | A. Steger |
252-1414-00L | System Security | W | 5 credits | 2V + 2U | S. Capkun,
A. Perrig |
261-5130-00L | Research in Data Science | W | 6 credits | 13A | Professors |
263-0006-00L | Algorithms Lab Only for master students, otherwise a special permission by the student administration of D-INFK is required. | W | 8 credits | 4P + 3A | A. Steger,
E. Welzl,
P. Widmayer |
263-0007-00L | Advanced Systems Lab Only for master students, otherwise a special permission by the student administration of D-INFK is required. | W | 8 credits | 4P + 3A | G. Alonso |
263-2400-00L | Reliable and Interpretable Artificial Intelligence | W | 4 credits | 2V + 1U | M. Vechev |
263-2800-00L | Design of Parallel and High-Performance Computing | W | 7 credits | 3V + 2U + 1A | T. Hoefler,
M. Püschel |
263-3210-00L | Deep Learning Number of participants limited to 300. | W | 4 credits | 2V + 1U | F. Perez Cruz |
263-5210-00L | Probabilistic Artificial Intelligence | W | 4 credits | 2V + 1U | A. Krause |
263-5902-00L | Computer Vision | W | 6 credits | 3V + 1U + 1A | M. Pollefeys,
V. Ferrari,
L. Van Gool |
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 |
401-3601-00L | Probability Theory At most one of the three course units (Bachelor Core Courses) 401-3461-00L Functional Analysis I 401-3531-00L Differential Geometry I 401-3601-00L Probability Theory can be recognised for the Master's degree in Mathematics or Applied Mathematics. | W | 10 credits | 4V + 1U | A.‑S. Sznitman |
401-3612-00L | Stochastic Simulation | W | 5 credits | 3G | F. Sigrist |
401-3627-00L | High-Dimensional Statistics Does not take place this semester. | W | 4 credits | 2V | P. L. Bühlmann |
401-3901-00L | Mathematical Optimization | W | 11 credits | 4V + 2U | R. Weismantel |
401-4619-67L | Advanced Topics in Computational Statistics Does not take place this semester. | W | 4 credits | 2V | N. Meinshausen |
401-4623-00L | Time Series Analysis | W | 6 credits | 3G | N. Meinshausen |
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 |
227-0427-00L | Signal Analysis, Models, and Machine Learning | W | 6 credits | 4G | H.‑A. Loeliger |
227-0689-00L | System Identification | W | 4 credits | 2V + 1U | R. Smith |