Data Science 2022-23

Master project

Courses
Language
Master 1
l
e
p
Master 2
l
e
p
MP Autumn
l
e
p
MP Spring
l
e
p
Exam
Credits
Engineering internship credited with Master project (master in Data science)
COM-596 / Section SC
Profs divers
EN
-
-
320h
-
-
320h
-
-
320h
-
-
320h
Winter/Summer session
Term paper
0
Master project in Data science
COM-598 / Section SC
Profs divers
EN
-
-
-
-
-
-
-
-
900h
-
-
900h
Winter/Summer session
Oral
30

Group 1

Courses
Language
Master 1
l
e
p
Master 2
l
e
p
Specialisations/Orientations
Exam
Credits
Advanced algorithms
CS-450 / Section IN
Chiesa, Kapralov
EN
-
-
-
4h
3h
-
Summer session
Written
8
Applied data analysis
CS-401 / Section SC
West
EN
2h
-
2h
-
-
-
Winter session
Written
8
Foundations of Data Science
COM-406 / Section IN
Urbanke
EN
4h
2h
-
-
-
-
Winter session
Written
8
Information security and privacy
COM-402 / Section IN
Busch, Larus, Pyrgelis
EN
3h
1h
2h
-
-
-
Winter session
Written
8
Machine learning
CS-433 / Section IN
Flammarion, Jaggi
EN
4h
2h
-
-
-
-
Winter session
Written
8
Optimization for machine learning
CS-439 / Section IN
Flammarion, Jaggi
EN
-
-
-
2h
2h
1h
Summer session
Written
5
Statistics for data science
MATH-413 / Section MA
Davison
EN
4h
2h
-
-
-
-
Winter session
Written
6
Systems for data management and data science
CS-460 / Section IN
Anadiotis, Kermarrec
EN
-
-
-
2h
2h
2h
Summer session
Written
8

Group 2 : Options

Courses
Language
Master 1
l
e
p
Master 2
l
e
p
Specialisations/Orientations
Exam
Credits
Advanced cryptography
COM-501 / Section SC
Vaudenay
EN
-
-
-
2h
2h
-
Summer session
Written
4
Advanced probability and applications
COM-417 / Section SC
Lévêque
EN
-
-
-
4h
2h
-
Summer session
Written
8
Advanced topics on privacy enhancing technologies
CS-523 / Section IN
González Troncoso
EN
-
-
-
3h
1h
2h
Summer session
Written
7
Applied biostatistics
MATH-493 / Section MA
Goldstein
EN
-
-
-
2h
2h
-
Summer session
During the semester
5
Artificial neural networks/reinforcement learning
CS-456 / Section IN
Gerstner
EN
-
-
-
2h
2h
-
Summer session
Written
5
Automatic speech processing
EE-554 / Section EL
Magimai Doss
EN
2h
1h
-
-
-
-
Winter session
Written
3
Basics of mobile robotics
MICRO-452 / Section MT
Mondada
EN
2h
2h
-
-
-
-
Winter session
Written
4
Computational complexity
CS-524 / Section IN
Göös
EN
2h
2h
-
-
-
-
Winter session
During the semester
4
Computational linear algebra
MATH-453 / Section MA
Kressner
EN
-
-
-
2h
2h
-
Summer session
Oral
5
Computational neurosciences : neuronal dynamics
NX-465 / Section NX
Gerstner
EN
-
-
-
2h
2h
-
Summer session
Written
5
Computational photography
CS-413 / Section SC
Süsstrunk
EN
-
-
-
2h
-
2h
Summer session
During the semester
5
Computers and music (pas donné en 2022-23)
COM-418 / Section SC
EN
-
-
-
2h
1h
-
Summer session
During the semester
4
Computer vision
CS-442 / Section IN
Fua
EN
-
-
-
2h
1h
-
Summer session
Written
4
Concurrent algorithms
CS-453 / Section SC
Guerraoui
EN
3h
1h
1h
-
-
-
Winter session
Written
5
Cryptography and security
COM-401 / Section SC
Vaudenay
EN
4h
2h
-
-
-
-
Winter session
Written
8
Data visualization
COM-480 / Section SC
Vuillon
EN
-
-
-
2h
-
2h
Summer session
During the semester
4
Deep learning (pas donné en 2022-23)
EE-559 / Section EL
EN
-
-
-
2h
2h
-
Summer session
Written
4
Digital education
CS-411 / Section IN
Dillenbourg, Jermann
EN
2h
-
2h
-
-
-
Winter session
Written
4
Distributed algorithms
CS-451 / Section SC
Guerraoui
EN
3h
2h
1h
-
-
-
Winter session
Written
8
Distributed information systems
CS-423 / Section SC
Aberer
EN
2h
1h
-
-
-
-
Winter session
Written
4
Distributed intelligent systems (Pas donné en 2022-23)
ENG-466 / Section SIE
EN
-
-
-
2h
3h
-
Summer session
Oral
5
Formal verification
CS-550 / Section IN
Kuncak
EN
2h
2h
2h
-
-
-
Winter session
During the semester
6
Geometric computing
CS-457 / Section IN
Pauly
EN
3h
-
2h
-
-
-
Winter session
During the semester
6
Graph theory
MATH-360 / Section MA
Maffucci
EN
2h
2h
-
-
-
-
Winter session
Written
5
Image analysis and pattern recognition
EE-451 / Section EL
Thiran
EN
-
-
-
2h
-
2h
Summer session
During the semester
4
Information theory and coding
COM-404 / Section SC
Telatar
EN
4h
2h
-
-
-
-
Winter session
Written
8
Intelligent agents
CS-430 / Section IN
Faltings
EN
3h
3h
-
-
-
-
Winter session
During the semester
6
Interaction design
CS-486 / Section IN
Pu Faltings
EN
-
-
-
2h
1h
1h
Summer session
During the semester
4
Introduction to natural language processing
CS-431 / Section IN
Bosselut, Chappelier, Rajman
EN
2h
2h
-
-
-
-
Winter session
Written
4
Large-scale data science for real-world data
COM-490 / Section SC
Bouillet, Delgado Borda, Sarni, Verscheure
EN
-
-
-
-
-
4h
Summer session
During the semester
4
Learning theory
CS-526 / Section IN
Macris, Urbanke
EN
-
-
-
2h
2h
-
Summer session
Written
4
Linear models
MATH-341 / Section MA
Panaretos
EN
2h
2h
-
-
-
-
Winter session
Written
5
Machine learning for behavioral data
CS-421 / Section IN
Käser Jacober
EN
-
-
-
2h
-
2h
Summer session
Written
4
Markov chains and algorithmic applications
COM-516 / Section SC
Lévêque, Macris
EN
2h
1h
1h
-
-
-
Winter session
Written
4
Mathematical foundations of signal processing (pas donné en 22-23)
COM-514 / Section SC
EN
3h
2h
-
-
-
-
Winter session
Written
6
Mathematics of data: from theory to computation
EE-556 / Section EL
Cevher
EN
3h
-
3h
-
-
-
Winter session
Written
6
Modern natural language processing
CS-552 / Section IN
Bosselut
EN
-
-
-
3h
2h
1h
Summer session
During the semester
6
Networks out of control (Pas donné en 2022-23 -Cours biennal )
COM-512 / Section SC
EN
-
-
-
2h
1h
-
Summer session
Written
4
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
-
-
2h
-
-
2h
Winter/Summer session
During the semester
8
Risk, rare events and extremes (pas donné en 2022-23)
MATH-447 / Section MA
EN
-
-
-
2h
2h
-
Summer session
Written
5
Software security
CS-412 / Section IN
Payer
EN
-
-
-
3h
2h
1h
Summer session
During the semester
6
Statistical mechanics and Gibbs measures (Pas donné en 2022-23 - Donné en alternance une année sur deux)
MATH-486 / Section MA
EN
-
-
-
2h
2h
-
Summer session
Oral
5
Statistical physics of computation
PHYS-512 / Section PH
Krzakala, Zdeborová
EN
2h
2h
-
-
-
-
Winter session
Written
4
Statistical theory
MATH-442 / Section MA
Koch
EN
2h
2h
-
-
-
-
Winter session
Written
5
Student seminar: security protocols and applications
COM-506 / Section SC
Vaudenay
EN
-
-
-
2h
-
-
Summer session
During the semester
3
Sublinear algorithms for big data analysis (Pas donné en 22-23 - Cours biennal, donné les années impaires )
CS-448 / Section IN
EN
2h
1h
-
-
-
-
Winter session
During the semester
4
Technology ventures in IC (Pas donné en 2022-23)
CS-410 / Section IN
EN
-
-
-
2h
-
2h
Summer session
During the semester
4
The GC maker project
CS-458 / Section IN
Pauly
EN
-
-
-
-
-
6h
Summer session
During the semester
6
Time series
MATH-342 / Section MA
Olhede
EN
-
-
-
2h
2h
-
Summer session
Written
5
Topics in theoretical computer science (Cours biennal - pas donné en 2022-2023)
CS-455 / Section IN
EN
3h
1h
-
-
-
-
Winter session
During the semester
4
Virtual reality
CS-444 / Section IN
Boulic
EN
-
-
-
2h
1h
-
Summer session
During the semester
4
Visual intelligence : machines and minds
CS-503 / Section IN
Roshan Zamir
EN
-
-
-
2h
2h
-
Summer session
During the semester
5

Block "Projects & SHS"

Courses
Language
Master 1
l
e
p
Master 2
l
e
p
Specialisations/Orientations
Exam
Credits
Semester project in Data Science
COM-412 / Section SC
Profs divers
EN
-
-
2h
-
-
2h
Winter/Summer session
During the semester
12
HSS : Introduction to project
/ Section SHS
Divers enseignants
FR/EN
-
-
-
-
-
-
Winter session
3
HSS : Project
/ Section SHS
Divers enseignants
FR/EN
-
-
-
-
-
-
Summer session
3