Computational science and engineering minor 2024-25

Minor : Computational Science and Engineering

Courses
Language
Exam
Credits / Coefficient
Advanced multiprocessor architecture
CS-471 / Section IN
Falsafi
EN
Winter session
During the semester
8
Advanced numerical analysis II
MATH-351 / Section MA
Picasso
EN
Winter session
Written
5
Algorithms I
CS-250 / Section IN
Chiesa, Svensson
EN
Summer session
Written
8
Algorithms II
CS-450 / Section IN
Kapralov, Svensson
EN
Winter session
Written
8
Applied data analysis
CS-401 / Section SC
Brbic
EN
Winter session
Written
8
Atomistic and quantum simulations of materials
MSE-468 / Section MX
Pizzi
EN
Summer session
During the semester
4
Computational linear algebra
MATH-453 / Section MA
Kressner
EN
Summer session
Written
5
Computational methods in molecular quantum mechanics
CH-452 / Section CGC
Bonella
EN
Winter session
Oral
4
Computational neurosciences: neuronal dynamics
NX-465 / Section NX
Gerstner
EN
Summer session
Written
5
Computer simulation of physical systems I
PHYS-403 / Section PH
Pasquarello
EN
Winter session
Oral
4
CSE project I
MATH-591 / Section MA
Profs divers
FR
Winter/Summer session
During the semester
8
CSE project II
MATH-592 / Section MA
Profs divers
FR
Winter/Summer session
During the semester
8
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 intelligent systems
ENG-466 / Section SIE
Martinoli
EN
Winter session
Oral
5
Dynamical system theory for engineers (Cours biennal)
COM-502 / Section SC
Thiran
EN
Summer session
Written
6
Environmental transport phenomena
ENG-420 / Section SIE
Crouzy, Porté-Agel
EN
Winter session
Written
5
Foundations of Data Science
COM-406 / Section IN
Gastpar, Urbanke
EN
Winter session
Written
8
Geometric computing
CS-457 / Section IN
Pauly
EN
Winter session
Written
6
HPC for numerical methods and data analysis
MATH-505 / Section MA
Grigori
EN
Winter session
Oral
5
Hydrodynamics
ME-444 / Section GM
Gallaire
EN
Summer session
Written
5
Image processing I
MICRO-511 / Section MT
Unser, Van De Ville
EN
Winter session
Written
3
Image processing II
MICRO-512 / Section MT
Liebling, Sage, Unser, Van De Ville
EN
Summer session
Written
3
Information security and privacy
COM-402 / Section IN
Payer
EN
Winter session
Written
8
Instability
ME-466 / Section GM
Gallaire
EN
Winter session
Written
3
Introduction to electronic structure methods
CH-353 / Section CGC
Röthlisberger
EN
Winter session
During the semester
4
Machine learning
CS-433 / Section IN
Flammarion, Jaggi
EN
Winter session
Written
8
Mathematical modelling of behavior
MATH-463 / Section MA
Bierlaire
EN
Winter session
Written
5
Mathematics of data: from theory to computation
EE-556 / Section EL
Cevher
EN
Winter session
Written
6
Molecular dynamics and Monte-Carlo simulation
CH-351 / Section CGC
Röthlisberger
EN
Summer session
During the semester
2
Molecular quantum dynamics
CH-453 / Section CGC
Vanicek
EN
Summer session
Oral
3
Numerical analysis and computational mathematics
MATH-456 / Section MA
Grigori
EN
Winter session
Written
4
Numerical approximation of PDEs
MATH-451 / Section MA
Buffa
EN
Summer session
Written
5
Numerical flow simulation
ME-474 / Section GM
Boujo
EN
Winter session
During the semester
5
Numerical integration of dynamical systems
MATH-452 / Section MA
Blumenthal
EN
Summer session
Written
5
Numerical integration of stochastic differential equations
MATH-450 / Section MA
Nobile
EN
Winter session
Written
5
Numerical methods for conservation laws
MATH-459 / Section MA
Licht
EN
Winter session
Oral
5
Numerics for fluids, structures & electromagnetics (Pas donné en 2024-25. Cours donné en alternance tous les deux ans.)
MATH-468 / Section MA
EN
Winter session
Oral
5
Optimization for machine learning
CS-439 / Section IN
Flammarion
EN
Summer session
Written
8
Parallel and high-performance computing
MATH-454 / Section MA
Antolin Sanchez
EN
Summer session
Oral
4
Principles and applications of systems biology
ChE-411 / Section CGC
Hatzimanikatis
EN
Winter session
During the semester
3
Programming concepts in scientific computing (only for master students in Civil Engineering and Computational Science)
MATH-458 / Section MA
Anciaux
EN
Winter session
During the semester
4
Randomized matrix computations (Cours donné en alternance tous les deux ans)
MATH-403 / Section MA
Kressner
EN
Winter session
Oral
5
Statistics for data science
MATH-413 / Section MA
Chandak, Limnios
EN
Summer session
Written
8
Stochastic simulation
MATH-414 / Section MA
Nobile
EN
Winter session
Written
5
Structural biology
BIO-315 / Section SV
Dal Peraro
EN
Summer session
During the semester
4
Systems for data management and data science
CS-460 / Section IN
Ailamaki, Kermarrec
EN
Summer session
Written
8
Turbulence
ME-467 / Section GM
Schneider
EN
Summer session
During the semester
5
Understanding advanced molecular simulation
CH-420 / Section CGC
Smit
EN
Summer session
During the semester
4