Search result: Course units in Autumn Semester 2020
Data Science Master  | ||||||
 Core Courses | ||||||
| Data Analysis | ||||||
| Information and Learning | ||||||
| Number | Title | Type | ECTS | Hours | Lecturers | |
|---|---|---|---|---|---|---|
| 252-0535-00L | Advanced Machine Learning | W | 10 credits | 3V + 2U + 4A | J. M. Buhmann, C. Cotrini Jimenez | |
| 227-0423-00L | Neural Network Theory | W | 4 credits | 2V + 1U | H. Bölcskei | |
| 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 | 10 credits | 3V + 2U + 4A | G. Fourny | |
| 263-3845-00L | Data Management Systems | W | 8 credits | 3V + 1U + 3A | G. Alonso | |
| 263-4500-00L | Advanced Algorithms | W | 9 credits | 3V + 2U + 3A | M. Ghaffari | |
| 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 | |
| 227-0427-00L | Signal Analysis, Models, and Machine Learning Does not take place this semester. This course has been replaced by "Introduction to Estimation and Machine Learning" (autumn semester) and "Advanced Signal Analysis, Modeling, and Machine Learning" (spring semester). | W | 6 credits | 4G | H.‑A. Loeliger | |
| 227-0445-10L | Mathematical Methods of Signal Processing | W | 6 credits | 4G | H. G. Feichtinger | |
| 227-0689-00L | System Identification | W | 4 credits | 2V + 1U | R. Smith | |
| 252-0417-00L | Randomized Algorithms and Probabilistic Methods Does not take place this semester. | W | 10 credits | 3V + 2U + 4A | A. Steger | |
| 252-1407-00L | Algorithmic Game Theory | W | 7 credits | 3V + 2U + 1A | P. Penna | |
| 252-1414-00L | System Security | W | 7 credits | 2V + 2U + 2A | S. Capkun, A. Perrig | |
| 252-3005-00L | Natural Language Processing Number of participants limited to 200. | W | 5 credits | 2V + 1U + 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, otherwise a special permission by the student administration of D-INFK is required. | W | 8 credits | 4P + 3A | E. Welzl | |
| 263-0009-00L | Information Security Lab Only for master students, otherwise a special permission by the study administration of D-INFK is required. Number of participants limited to 150. | W | 8 credits | 2V + 1U + 3P + 1A | K. Paterson, D. Basin, S. Capkun, D. Hofheinz, A. Perrig | |
| 263-2400-00L | Reliable and Interpretable Artificial Intelligence | W | 6 credits | 2V + 2U + 1A | M. Vechev | |
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