Current Study Plan

Official study plans

The official study plans and rules are available in excel and word formats at the web page Study plans and regulations of the school. In particular, you will find there the details about the lists.

Science et ing�nierie computationelles 2024-25    télécharger le plan en pdf

Block 1

Courses
Code
 
Programs
 
Lecturers
 
Specialisations/Orientations
Master 1 
Courses
Exercises
Lab
TP
Course based project
Individual project
Master 2 
Courses
Exercises
Lab
TP
Course based project
Individual project
Exam
 
Credits
 
 
 
 
 
Advanced numerical analysis II
MATH-351 
MA 
Picasso  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Written
5
 
 
 
 
Algorithms I
CS-250 
IN 
Chiesa
Svensson  
 
 
 
 
 
 
4h 
2h 
 
 
 
 
Written
8
 
 
 
 
Computer simulation of physical systems I
PHYS-403 
PH 
Pasquarello  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Oral
4
 
 
 
 
Image processing I
MICRO-511 
MT 
Unser
Van De Ville  
 
3h 
 
 
 
 
 
 
 
 
 
 
Written
3
 
 
 
 
Machine learning
CS-433 
IN 
Flammarion
Jaggi  
 
4h 
2h 
 
 
2h 
 
 
 
 
 
 
Written
8
 
 
 
 
Molecular dynamics and Monte-Carlo simulation
CH-351 
CGC 
R�thlisberger  
 
 
 
 
 
 
1h 
1h 
 
 
 
 
During the semester
2
 
 
 
 
Numerical analysis and computational mathematics
MATH-456 
MA 
Grigori  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Written
4
 
 
 
 
Parallel and high-performance computing
MATH-454 
MA 
Antolin Sanchez  
 
 
 
 
 
 
2h 
1h 
 
1h 
 
 
Oral
4
 
 
 
 
Parallelism and concurrency in software
CS-302 
IN 
Basu
Falsafi  
 
 
 
 
 
 
3h 
1h 
2h 
 
 
 
During the semester
6
 
 
 
 
Programming concepts in scientific computing (only for master students in Civil Engineering and Computational Science)
MATH-458 
MA 
Anciaux  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
During the semester
4
 

Block SHS Master

Courses
Code
 
Programs
 
Lecturers
 
Specialisations/Orientations
Master 1 
Courses
Exercises
Lab
TP
Course based project
Individual project
Master 2 
Courses
Exercises
Lab
TP
Course based project
Individual project
Exam
 
Credits
 
 
 
 
 
HSS : Introduction to project
 
SHS 
Divers enseignants
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
 
 
 
 
HSS : Project
 
SHS 
Divers enseignants
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
 

Group 1

Courses
Code
 
Programs
 
Lecturers
 
Specialisations/Orientations
Master 1 
Courses
Exercises
Lab
TP
Course based project
Individual project
Master 2 
Courses
Exercises
Lab
TP
Course based project
Individual project
MP Autumn 
Courses
Exercises
Lab
TP
Course based project
Individual project
MP Spring 
Courses
Exercises
Lab
TP
Course based project
Individual project
Exam
 
Credits
 
 
 
 
 
CSE project I
MATH-591 
MA 
Profs divers  
 
 
 
 
 
8h 
 
 
 
 
8h 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
During the semester
8
 
 
 
 
CSE project II
MATH-592 
MA 
Profs divers  
 
 
 
 
 
8h 
 
 
 
 
8h 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
During the semester
8
 
 
 
 
Engineering internship (master in computational sciences and engineering (Stage d'au minimum 8 semaines apr�s le 2�me semestre de Master. Inscription par la bourse aux stages)
MATH-595 
MA 
Profs divers  
 
 
 
 
 
320h 
 
 
 
 
320h 
 
 
 
 
320h 
 
 
 
 
320h 
 
 
During the semester
8
 

Group 2

Courses
Code
 
Programs
 
Lecturers
 
Specialisations/Orientations
Master 1 
Courses
Exercises
Lab
TP
Course based project
Individual project
Master 2 
Courses
Exercises
Lab
TP
Course based project
Individual project
Exam
 
Credits
 
 
 
 
 
Advanced multiprocessor architecture
CS-471 
IN 
Falsafi  
 
4h 
 
 
 
8h 
 
 
 
 
 
 
During the semester
8
 
 
 
 
Algorithms II
CS-450 
IN 
Kapralov
Svensson  
 
4h 
3h 
 
 
 
 
 
 
 
 
 
Written
8
 
 
 
 
Applied data analysis
CS-401 
SC 
Brbic  
 
2h 
 
 
 
2h 
 
 
 
 
 
 
Written
8
 
 
 
 
Atomistic and quantum simulations of materials
MSE-468 
MX 
Pizzi  
 
 
 
 
 
 
3h 
 
 
 
1h 
 
During the semester
4
 
 
 
 
Computational linear algebra
MATH-453 
MA 
Kressner  
 
 
 
 
 
 
2h 
2h 
 
 
 
 
Written
5
 
 
 
 
Computational methods in molecular quantum mechanics
CH-452 
CGC 
Bonella  
 
2h 
1h 
 
 
 
 
 
 
 
 
 
Oral
4
 
 
 
 
Computational neurosciences: neuronal dynamics
NX-465 
NX 
Gerstner  
 
 
 
 
 
 
2h 
2h 
 
 
 
 
Written
5
 
 
 
 
Deep learning
EE-559 
EL 
Cavallaro  
 
 
 
 
 
 
2h 
2h 
 
 
 
 
During the semester
4
 
 
 
 
Deep learning in biomedicine (Pas donn� en 2024-25)
CS-502 
IN 
 
 
 
 
 
 
 
2h 
1h 
 
 
2h 
 
During the semester
6
 
 
 
 
Deep reinforcement learning (Pas donn� en 2024-25)
CS-456 
IN 
 
 
 
 
 
 
 
2h 
1h 
1h 
 
 
 
Written
6
 
 
 
 
Distributed intelligent systems
ENG-466 
SIE 
Martinoli  
 
2h 
 
2h 
 
1h 
 
 
 
 
 
 
Oral
5
 
 
 
 
Dynamical system theory for engineers (Cours biennal)
COM-502 
SC 
Thiran  
 
 
 
 
 
 
3h 
1h 
 
 
 
 
Written
6
 
 
 
 
Environmental transport phenomena
ENG-420 
SIE 
Crouzy
Port�-Agel  
 
2h 
1h 
 
 
2h 
 
 
 
 
 
 
Written
5
 
 
 
 
Foundations of Data Science
COM-406 
IN 
Gastpar
Urbanke  
 
4h 
2h 
 
 
 
 
 
 
 
 
 
Written
8
 
 
 
 
Geometric computing
CS-457 
IN 
Pauly  
 
3h 
1h 
1h 
 
 
 
 
 
 
 
 
Written
6
 
 
 
 
HPC for numerical methods and data analysis
MATH-505 
MA 
Grigori  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Oral
5
 
 
 
 
Hydrodynamics
ME-444 
GM 
Gallaire  
 
 
 
 
 
 
2h 
2h 
 
 
 
 
Written
5
 
 
 
 
Image processing II
MICRO-512 
MT 
Sage
Unser
Van De Ville  
 
 
 
 
 
 
3h 
 
 
 
 
 
Written
3
 
 
 
 
Information security and privacy
COM-402 
IN 
Payer  
 
3h 
1h 
 
 
2h 
 
 
 
 
 
 
Written
8
 
 
 
 
Instability
ME-466 
GM 
Gallaire  
 
2h 
1h 
 
 
 
 
 
 
 
 
 
Written
3
 
 
 
 
Introduction to electronic structure methods
CH-353 
CGC 
R�thlisberger  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
During the semester
4
 
 
 
 
Mathematical modelling of behavior
MATH-463 
MA 
Bierlaire  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Written
5
 
 
 
 
Mathematics of data: from theory to computation
EE-556 
EL 
Cevher  
 
3h 
 
 
 
3h 
 
 
 
 
 
 
Written
6
 
 
 
 
Molecular quantum dynamics
CH-453 
CGC 
Vanicek  
 
 
 
 
 
 
2h 
1h 
 
 
 
 
Oral
3
 
 
 
 
Numerical approximation of PDEs
MATH-451 
MA 
Buffa  
 
 
 
 
 
 
2h 
2h 
 
 
 
 
Written
5
 
 
 
 
Numerical flow simulation
ME-474 
GM 
Boujo  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
During the semester
5
 
 
 
 
Numerical integration of dynamical systems
MATH-452 
MA 
Blumenthal  
 
 
 
 
 
 
2h 
2h 
 
 
 
 
Written
5
 
 
 
 
Numerical integration of stochastic differential equations
MATH-450 
MA 
Nobile  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Written
5
 
 
 
 
Numerical methods for conservation laws
MATH-459 
MA 
Licht  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Oral
5
 
 
 
 
Numerics for fluids, structures & electromagnetics (Pas donn� en 2024-25. Cours donn� en alternance tous les deux ans.)
MATH-468 
MA 
 
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Oral
5
 
 
 
 
Optimization for machine learning
CS-439 
IN 
Flammarion  
 
 
 
 
 
 
2h 
2h 
1h 
 
 
 
Written
8
 
 
 
 
Principles and applications of systems biology
ChE-411 
CGC 
Hatzimanikatis  
 
2h 
1h 
 
 
 
 
 
 
 
 
 
During the semester
3
 
 
 
 
Randomized matrix computations (Cours donn� en alternance tous les deux ans)
MATH-403 
MA 
Kressner  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Oral
5
 
 
 
 
Statistics for data science
MATH-413 
MA 
Chandak
Limnios  
 
 
 
 
 
 
4h 
2h 
 
 
 
 
Written
8
 
 
 
 
Stochastic simulation
MATH-414 
MA 
Nobile  
 
2h 
2h 
 
 
 
 
 
 
 
 
 
Written
5
 
 
 
 
Structural biology
BIO-315 
SV 
Dal Peraro  
 
 
 
 
 
 
2h 
2h 
 
 
 
 
During the semester
4
 
 
 
 
Systems for data management and data science
CS-460 
IN 
Ailamaki
Kermarrec  
 
 
 
 
 
 
2h 
2h 
2h 
 
 
 
Written
8
 
 
 
 
Turbulence
ME-467 
GM 
Schneider  
 
 
 
 
 
 
3h 
2h 
 
 
 
 
During the semester
5
 
 
 
 
Understanding advanced molecular simulation
CH-420 
CGC 
Smit  
 
 
 
 
 
 
2h 
 
 
 
1h 
 
During the semester
4
 

Master project

Courses
Code
 
Programs
 
Lecturers
 
Specialisations/Orientations
MP Autumn 
Courses
Exercises
Lab
TP
Course based project
Individual project
MP Spring 
Courses
Exercises
Lab
TP
Course based project
Individual project
Exam
 
Credits
 
 
 
 
 
Projet de master en science et ing�nierie computationelles
MATH-598 
MA 
Profs divers  
 
 
 
 
 
900h 
 
 
 
 
900h 
 
 
Oral
30