Data science minor 2021-22

Minor : Data science

Courses
Language
Exam
Credits
Advanced algorithms
CS-450 / Section IN
Kapralov
EN
Summer session
Written
7
Advanced cryptography
COM-501 / Section SC
Vaudenay
EN
Summer session
Written
4
Advanced probability and applications
COM-417 / Section SC
Lévêque
EN
Summer session
Written
6
Algorithms
CS-250 / Section IN
Svensson
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
6
Artificial intelligence
CS-330 / Section IN
Faltings
FR
Summer session
During the semester
4
Bayesian Computation (pas donné en 2021-22)
MATH-435 / Section MA
EN
Summer session
Oral
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
EE-559 / Section EL
Fleuret
EN
Summer session
Written
4
Foundations of Data Science
COM-406 / Section IN
Gastpar,Urbanke
EN
Winter session
Written
6
Functional programming
CS-210 / Section IN
Kuncak,Odersky
EN
Winter session
Written
5
Information security and privacy
COM-402 / Section IN
Hubaux,Pyrgelis
EN
Winter session
Written
6
Intelligent agents (pas donné en 2021-22)
CS-430 / Section IN
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
Chappelier,Rajman
EN
Winter session
Written
4
Machine learning
CS-433 / Section IN
Flammarion,Jaggi
EN
Winter session
Written
7
Networks out of control (Cours biennal )
COM-512 / Section SC
Grossglauser,Thiran
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 authorization of the section. Only for 2nd year Master students. Supervision by an IC professor)
COM-508 / Section SC
Profs divers
EN
Winter/Summer session
During the semester
8
Risk, rare events and extremes
MATH-447 / Section MA
Davison
EN
Winter session
Written
5
Statistics for data science
MATH-413 / Section MA
Olhede
EN
Winter session
Written
6
Stochastic models in communication
COM-300 / Section SC
Thiran
FR
Winter session
Written
6
Systems for data science
CS-449 / Section IN
Kermarrec
EN
Summer session
During the semester
6