Data science minor 2022-23

Minor : Data science

Courses
Language
Exam
Credits
Advanced algorithms
CS-450 / Section IN
Chiesa, Kapralov
EN
Summer session
Written
8
Advanced probability and applications
COM-417 / Section SC
Lévêque
EN
Summer session
Written
8
Algorithms
CS-250 / Section IN
Kapralov
EN
Winter session
Written
6
Applied biostatistics
MATH-493 / Section MA
Goldstein
EN
Summer session
During the semester
5
Applied data analysis
CS-401 / Section SC
West
EN
Winter session
Written
8
Artificial intelligence
CS-330 / Section IN
Faltings
FR
Summer session
During the semester
4
Artificial neural networks/reinforcement learning
CS-456 / Section IN
Gerstner
EN
Summer session
Written
5
Computer vision
CS-442 / Section IN
Fua
EN
Summer session
Written
4
Data visualization
COM-480 / Section SC
Vuillon
EN
Summer session
During the semester
4
Deep learning (pas donné en 2022-23)
EE-559 / Section EL
EN
Summer session
Written
4
Distributed information systems
CS-423 / Section SC
Aberer
EN
Winter session
Written
4
Foundations of Data Science
COM-406 / Section IN
Urbanke
EN
Winter session
Written
8
Functional programming
CS-210 / Section IN
Kuncak, Odersky
EN
Winter session
During the semester
5
Information security and privacy
COM-402 / Section IN
Busch, Larus, Pyrgelis
EN
Winter session
Written
8
Intelligent agents
CS-430 / Section IN
Faltings
EN
Winter session
During the semester
6
Introduction to database systems
CS-322 / Section IN
Ailamaki, Koch
EN
Summer session
Written
4
Introduction to natural language processing
CS-431 / Section IN
Bosselut, Chappelier, Rajman
EN
Winter session
Written
4
Large-scale data science for real-world data
COM-490 / Section SC_EPFL
Bouillet, Delgado Borda, Sarni, Verscheure
EN
Summer session
During the semester
4
Machine learning
CS-433 / Section IN
Flammarion, Jaggi
EN
Winter session
Written
8
Modern natural language processing
CS-552 / Section IN
Bosselut
EN
Summer session
During the semester
6
Networks out of control (Pas donné en 2022-23 -Cours biennal )
COM-512 / Section SC
EN
Summer session
Written
4
Optimization for machine learning
CS-439 / Section IN
Flammarion, Jaggi
EN
Summer session
Written
5
Optional 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
Risk, rare events and extremes (pas donné en 2022-23)
MATH-447 / Section MA
EN
Summer session
Written
5
Statistics for data science
MATH-413 / Section MA
Davison
EN
Winter session
Written
6
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