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Search result: Course units in Autumn Semester 2019
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Course units
Catalogue data
Courses
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
227-0423-00L
Neural Network Theory
W
4 credits
2V + 1U
H. Bölcskei
,
E. Riegler
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
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
252-0417-00L
Randomized Algorithms and Probabilistic Methods
W
8 credits
3V + 2U + 2A
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
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
A. Steger
263-0007-00L
Advanced Systems Lab
Limited number of participants.
Takes place the last time in this form.
Students who repeat the lab have priority. All others have to take the course in the spring semester 20!
W
8 credits
4P + 3A
G. Alonso
263-2400-00L
Reliable and Interpretable Artificial Intelligence
W
5 credits
2V + 1U + 1A
M. Vechev
263-2800-00L
Design of Parallel and High-Performance Computing
W
8 credits
3V + 2U + 2A
M. Püschel
,
T. Ben Nun
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
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