Data science minor 2024-25

Minor : Data science

Courses
Language
Exam
Credits / Coefficient
Advanced probability and applications
COM-417 / Section SC
Shkel
EN
Winter session
Written
8
Algorithms I
CS-250 / Section IN
Chiesa, Svensson
EN
Summer session
Written
8
Applied biostatistics
MATH-493 / Section MA
Goldstein
EN
Summer session
During the semester
5
Applied data analysis
CS-401 / Section SC
Brbic
EN
Winter session
Written
8
Artificial intelligence
CS-330 / Section IN
Faltings
FR
Summer session
During the semester
4
Brain-like computation and intelligence
NX-414 / Section NX
Mathis, Schrimpf
EN
Summer session
Written
5
Computer vision
CS-442 / Section IN
Fua
EN
Summer session
Written
6
Data-intensive systems
CS-300 / Section IN
Ailamaki, Kashyap
EN
Summer session
Written
6
Data visualization
COM-480 / Section SC
Vuillon
EN
Summer session
During the semester
6
Deep learning
EE-559 / Section EL
Cavallaro
EN
Summer session
During the semester
4
Deep learning in biomedicine (Pas donné en 2024-25)
CS-502 / Section IN
EN
Summer session
During the semester
6
Deep reinforcement learning
CS-456 / Section IN
Gulcehre
EN
Summer session
Written
6
Distributed information systems
CS-423 / Section SC
Aberer
EN
Winter session
Written
6
Foundations of Data Science
COM-406 / Section IN
Gastpar, Urbanke
EN
Winter session
Written
8
Image analysis and pattern recognition
EE-451 / Section EL
Bozorgtabar, Thiran
EN
Summer session
During the semester
4
Intelligent agents
CS-430 / Section IN
Faltings
EN
Winter session
During the semester
6
Internet analytics (pas donné en 2024-25)
COM-308 / Section SC
EN
Summer session
Written
6
Introduction to natural language processing
CS-431 / Section IN
Bosselut, Chappelier, Rajman
EN
Winter session
Written
6
Large-scale data science for real-world data
COM-490 / Section SC
Bouillet, Delgado, Sarni, Verscheure
EN
Summer session
During the semester
6
Machine learning
CS-433 / Section IN
Flammarion, Jaggi
EN
Winter session
Written
8
Machine learning for behavioral data (Cours biennal)
CS-421 / Section IN
Käser
EN
Summer session
Written
6
Mathematics of data: from theory to computation
EE-556 / Section EL
Cevher
EN
Winter session
Written
6
Modern natural language processing
CS-552 / Section IN
Bosselut
EN
Summer session
During the semester
8
Networks out of control (Cours biennal - Pas donné en 2024-25)
COM-512 / Section SC
EN
Summer session
Written
6
Optimization for machine learning
CS-439 / Section IN
Flammarion, Jaggi
EN
Summer session
Written
8
Optional research project in Data Science (for students doing a minor in Data science : Registration upon approval of the section. Only for 2nd year Master students. Supervision by an IC authorized professor)
COM-508 / Section SC
Profs divers
EN
Winter/Summer session
During the semester
8
Software construction
CS-214 / Section IN
Kuncak, Odersky, Pit-Claudel
EN
Winter session
Written
8
Statistics for data science
MATH-413 / Section MA
Chandak, Limnios
EN
Summer session
Written
8
Stochastic models in communication
COM-300 / Section SC
Thiran
FR
Winter session
Written
6
Systems for data management and data science
CS-460 / Section IN
Ailamaki, Kermarrec
EN
Summer session
Written
8