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 ingénierie computationelles 2024-25   

Block 1

Courses

Code

 

Programs

 

Lecturers

 

Specialisations/Orientations

Master 1 

l

e

p

Master 2 

l

e

p

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 

Röthlisberger  

 

 

 

 

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 

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 

l

e

p

Master 2 

l

e

p

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 

l

e

p

Master 2 

l

e

p

MP Autumn 

l

e

p

MP Spring 

l

e

p

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 après le 2ème 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 

l

e

p

Master 2 

l

e

p

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 donné en 2024-25)

CS-502 

IN 

 

 

 

 

 

2h 

1h 

2h 

 

During the semester

6

 

 

 

 

Deep reinforcement learning

CS-456 

IN 

Gulcehre  

 

 

 

 

2h 

1h 

1h 

 

Written

6

 

 

 

 

Distributed intelligent systems

ENG-466 

SIE 

Martinoli  

 

2h 

 

2h 

 

 

 

 

Oral

5

 

 

 

 

Dynamical system theory for engineers (Cours biennal)

COM-502 

SC 

Thiran  

 

 

 

 

3h 

1h 

 

 

Written

6

 

 

 

 

Environmental transport phenomena

ENG-420 

SIE 

Crouzy
Porté-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 

Liebling
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 

Röthlisberger  

 

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 donné en 2024-25. Cours donné 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 donné 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 

l

e

p

MP Spring 

l

e

p

Exam

 

Credits

 

 

 

 

 

Projet de master en science et ingénierie computationelles

MATH-598 

MA 

Profs divers  

 

 

 

900h 

 

 

900h 

 

 

Oral

30