Statistics 2022-23

Block 1

Courses
Language
Master 1
l
e
p
Master 2
l
e
p
Specialisations/Orientations
Exam
Credits
Applied statistics
MATH-516 / Section MA
Masák
EN
-
-
-
1h
3h
-
Summer session
During the semester
5
Multivariate statistics
MATH-444 / Section MA
Koch
EN
-
-
-
2h
2h
-
Summer session
Written
5
Randomization and causation
MATH-336 / Section MA
Stensrud
EN
-
-
-
2h
2h
-
Summer session
Written
5
Regression methods
MATH-408 / Section MA
Davison
EN
2h
2h
-
-
-
-
Winter session
Written
5
Statistical computation and visualisation
MATH-517 / Section MA
Masák
EN
2h
2h
-
-
-
-
Winter session
During the semester
5
Statistical inference
MATH-562 / Section MA
Davison
EN
2h
2h
-
-
-
-
Winter session
Written
5

Block 2

Courses
Language
Master 1
l
e
p
Master 2
l
e
p
Specialisations/Orientations
Exam
Credits
HSS : Introduction to project
/ Section SHS
Divers enseignants
FR/EN
-
-
-
-
-
-
Winter session
3
HSS : Project
/ Section SHS
Divers enseignants
FR/EN
-
-
-
-
-
-
Summer session
3

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 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
Biostatistics
MATH-449 / Section MA
Stensrud
EN
-
-
-
2h
2h
-
Summer session
Written
5
Computational finance (MA3 only)
FIN-472 / Section IF
Pasricha, Pulido Nino, Wunderlich
EN
2h
2h
-
-
-
-
Winter session
Written
5
Computational linear algebra
MATH-453 / Section MA
Kressner
EN
-
-
-
2h
2h
-
Summer session
Oral
5
Convex optimization
MGT-418 / Section MTE
Kuhn
EN
2h
2h
-
-
-
-
Winter session
Written
5
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
Derivatives
FIN-404 / Section IF
Hugonnier
EN
-
-
-
3h
2h
-
Summer session
Written
6
Exploratory data analysis in environmental health
ENV-444 / Section SIE
Guessous, Joost
EN
1h
-
2h
-
-
-
Winter session
Oral
4
Financial big data (MA3 only)
FIN-525 / Section IF
Challet
EN
3h
-
-
-
-
-
Winter session
During the semester
3
Foundations of Data Science
COM-406 / Section IN
Urbanke
EN
4h
2h
-
-
-
-
Winter session
Written
8
Gaussian processes (pas donné en 2022-2023)
MATH-426 / Section MA
EN
-
-
-
2h
2h
-
Summer session
Oral
5
Genetics and genomics
BIO-373 / Section SV
Deplancke, Fellay
EN
2h
1h
1h
-
-
-
Winter session
Written
4
Genomics and bioinformatics
BIO-463 / Section SV
Luisier, Rougemont
EN
-
-
-
2h
2h
-
Summer session
During the semester
4
Information security and privacy
COM-402 / Section IN
Busch, Larus, Pyrgelis
EN
3h
1h
2h
-
-
-
Winter session
Written
8
Learning theory
CS-526 / Section IN
Macris, Urbanke
EN
-
-
-
2h
2h
-
Summer session
Written
4
Low-rank approximation techniques
MATH-403 / Section MA
Kressner
EN
2h
2h
-
-
-
-
Winter session
Oral
5
Martingales in financial mathematics
MATH-470 / Section MA
Schmutz
EN
-
-
-
2h
2h
-
Summer session
Oral
5
Mathematical foundations of signal processing (pas donné en 22-23)
COM-514 / Section SC
EN
3h
2h
-
-
-
-
Winter session
Written
6
Mathematical modelling of behavior
MATH-463 / Section MA
Bierlaire
EN
2h
2h
-
-
-
-
Winter session
Written
5
Mathematics of data: from theory to computation
EE-556 / Section EL
Cevher
EN
3h
-
3h
-
-
-
Winter session
Written
6
Measure and integration
MATH-303 / Section MA
Stubbe
FR
2h
2h
-
-
-
-
Winter session
Written
5
Nutrition: from molecules to health (Integrated and holistic systems approach from molecules to health - For MSc students only)
BIO-441 / Section SV
Descombes, Hager, Rezzi
EN
2h
2h
-
-
-
-
Winter session
During the semester
4
Optimization for machine learning
CS-439 / Section IN
Flammarion, Jaggi
EN
-
-
-
2h
2h
1h
Summer session
Written
5
Probability and stochastic calculus
FIN-415 / Section IF
Filipovic, Perazzi
EN
3h
2h
-
-
-
-
Winter session
Written
6
Probability theory (pas donné en 2022-23)
MATH-432 / Section MA
EN
2h
2h
-
-
-
-
Winter session
Written
5
Risk, rare events and extremes (pas donné en 2022-23)
MATH-447 / Section MA
EN
-
-
-
2h
2h
-
Summer session
Written
5
Statistical analysis of network data (cours pas donné en 22-23 )
MATH-448 / Section MA
EN
-
-
-
2h
2h
-
Summer session
Written
5
Statistical genetics (pas donné en 2022-23)
MATH-438 / Section MA
EN
-
-
-
2h
2h
-
Summer session
During the semester
5
Statistical machine learning
MATH-412 / Section MA
Obozinski
EN
2h
2h
-
-
-
-
Winter session
Written
5
Statistical theory
MATH-442 / Section MA
Koch
EN
2h
2h
-
-
-
-
Winter session
Written
5
Statistics for genomic data analysis (Cours donné en alternance tous les deux ans )
MATH-474 / Section MA
Goldstein
EN
-
-
-
2h
2h
-
Summer session
During the semester
5
Stochastic processes
MATH-332 / Section MA
Mountford
EN
-
-
-
2h
2h
-
Summer session
Written
5
Stochastic simulation
MATH-414 / Section MA
Nobile
EN
2h
2h
-
-
-
-
Winter session
Oral
5
Time series
MATH-342 / Section MA
Olhede
EN
-
-
-
2h
2h
-
Summer session
Written
5

Group 2

Courses
Language
Master 1
l
e
p
Master 2
l
e
p
Specialisations/Orientations
Exam
Credits
Specialisation semester
MATH-580 / Section MA
Profs divers
FR/EN
-
-
680h
-
-
680h
Winter/Summer session
During the semester
30