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 2026-27

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

Continuous optimization

MATH-329

MA

Boumal

2h

2h

Written

5

HPC for numerical methods and data analysis (Pas donn� en 2026-27)

MATH-505

MA

2h

2h

Oral

5

Machine learning

CS-433

IN

Flammarion
Jaggi

4h

2h

2h

Written

8

Mathematical aspects of materials modelling

MATH-500

MA

Herbst

2h

2h

Oral

5

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

Programming concepts in scientific computing

MATH-458

MA

Anciaux

2h

2h

During the semester

4

Stochastic simulation

MATH-414

MA

Nobile

2h

2h

Written

5

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

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

MATH-591

MA

Profs divers

8h

8h

During the semester

8

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 computer graphics

CS-440

IN

Jakob

2h

1h

1h

During the semester

8

Advanced multiprocessor architecture

CS-471

IN

Falsafi
Ning

4h

8h

During the semester

8

Algorithmic game theory

MGT-435

MTE

Cristi

2h

2h

Written

4

CS-450

IN

Kapralov

4h

3h

Written

8

Applied data analysis

CS-401

SC

West

2h

2h

Written

8

Atomistic and quantum simulations of materials (Pas donn� en 2026-27)

MSE-468

MX

3h

1h

During the semester

4

Bayesian statistics

MATH-339

MA

Wang

2h

2h

Written

5

Computational linear algebra

MATH-453

MA

Kressner

2h

2h

Written

5

Computational neurosciences: neuronal dynamics

NX-465

NX

Gerstner

2h

2h

Written

5

Computational optimal transport (Pas donn� en 2026-27)

MATH-528

MA

2h

2h

Written

5

Computational quantum physics

PHYS-463

PH

Carleo

2h

2h

Oral

6

Computer simulation of physical systems I

PHYS-403

PH

Pasquarello

2h

2h

Oral

4

EE-559

EL

Cavallaro

2h

2h

During the semester

4

Digital epidemiology

BIO-512

SV

Salath�

2h

2h

During the semester

4

Distributed intelligent systems (Pas donn� en 2026-27)

ENG-466

SIE

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

Oral

8

Game theory for multiagent decision-making

ME-429

GM

Kamgarpour

2h

1h

1h

During the semester

4

Geometric computing (Cours donn� en alternance tous les deux ans )

CS-457

IN

Pauly

3h

1h

1h

Written

8

ME-444

GM

Gallaire

2h

2h

Written

5

Image processing I

MICRO-511

MT

Preti
Unser
Van De Ville

2h

1h

Written

3

Image processing II

MICRO-512

MT

Sage
Unser
Van De Ville

2h

1h

Written

3

Kinetic and non-equilibrium conservation laws

MATH-532

MA

Gorji

2h

2h

Oral

5

Large-scale data science for real-world data

COM-490

SC

Bouillet
Delgado
Sarni
Verscheure

4h

During the semester

6

Learning theory (Pas donn� en 2026-27)

CS-526

IN

2h

2h

Written

6

MATH-341

MA

Panaretos

2h

2h

Written

5

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

Model predictive control

ME-425

GM

Jones

2h

2h

Written

4

Molecular quantum dynamics

CH-453

CGC

Vanicek

2h

1h

Oral

3

Multiscale modelling in mechanics

CIVIL-408

GC

Karapiperis

2h

2h

During the semester

4

Multivariable control

ME-422

GM

Ferrari Trecate

2h

2h

Written

4

Nonlinear analysis of structures

CIVIL-449

GC

Lignos
Saloustros

3h

2h

Written

6

Numerical approximation of PDEs

MATH-451

MA

Antolin Sanchez
Buffa

2h

2h

Written

5

Numerical flow simulation

ME-474

GM

Favre

2h

2h

Oral

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

Oral

5

Numerics for fluids, structures & electromagnetics (Pas donn� en 2026-27 *** Cours donn� en alternance tous les deux ans.)

MATH-468

MA

2h

2h

Oral

5

Optimization on manifolds (Cours donn� en alternance tous les deux ans.)

MATH-512

MA

Boumal

2h

2h

During the semester

5

Principles and applications of systems biology

ChE-411

CGC

Hatzimanikatis

2h

1h

During the semester

3

Quantitative financial risk management

FIN-417

IF

Filipovic

2h

2h

Written

4

Quantum computing

PHYS-541

PH

Savona

3h

2h

Oral

6

Randomized matrix computations (Cours donn� en alternance tous les deux ans)

MATH-403

MA

Kressner

2h

2h

Written

5

Reinforcement learning

EE-568

EL

Cevher

2h

2h

2h

During the semester

6

Structural biology

BIO-315

SV

Dal Peraro

2h

2h

During the semester

4

Topics in machine learning (Pas donn� en 2026-27)

MATH-520

MA

2h

2h

Written

5

ME-467

GM

Schneider

3h

2h

Oral

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