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Official title: master degree in numerical science

ENSEEIHT

Training duration

2 years

Average academic cost found without insurance

7 540€

Accréditation:

Accreditation Provider: CTI

Prerequisite of the training

Bachelor (or equivalent)

Formation type

  • Initial education

Domains

  • Radio communications and mobile, Telecommunications, Software engineering, Computing, Cloud computing, Internet, Computer graphics, Vision, Networks (Computer), Embedded systems, Networks (Computer), Mathematics (Applied)

M1 section is taught by

  • ENSEEIHT

M2 section is taught by

  • ENSEEIHT

Training description


The Software Sciences and Engineering track focuses on two key aspects of software engineering: on the one hand, the development of the main software engineering support tools like modeling and programming languages, IDE, compilers, interpreters, middleware, operating systems, graphical user interfaces, etc; and on the other hand the formal foundation of software sciences and the development of safety critical systems relying on formal methods to ensure their correctness.

The Image and Multimedia track is positioned at the interface between IT and applied mathematics. The compression of multimedia data (videos, graphics or 3D worlds for example) is typically a topic where probabilities allow us to calculate a maximum compression rate and where tree-based algorithms reach this rate. Even more obviously, the most popular multimedia services (think, for example, about Youtube or augmented reality applications on mobiles) use both IT and applied mathematics.

Major in Embedded systems and critical IoT

Language level prerequisites

The minimum language level required, namely : A2 in French will be verified no later than end of April, 2025 (to be confirmed in your academic offer)

Course language

Only French

Language requirement to graduate

English B2


A TOEIC english test is provided at the end of the first year of master (end of your first year in ENSEEIHT). A mark of 780 is mandatory to have the engineer diploma, which is equivalent to B2 level. Un test d'anglais, le TOEIC, est effectué à la fin de la première année du master (la fin de votre première année à l'ENSEEIHT). Une note de 780 est obligatoire pour être diplômé, ce qui équivalent à un niveau B2.

M1 Part

Location

ENSEEIHT
2, rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Embedded systems and critical IoT

Credits Hours Language
Infrastruture Big Data and IoT (option 1) 25.00 300.00 French
Image and multimedia (option 2) 25.00 300.00 French
Software science and engineering (option 3) 25.00 300.00 French
Telecommunication system and network (option 4) 25.00 300.00 French

Core

Credits Hours Language
SHS 5.00 80.00 French

Embedded systems and critical IoT

Credits Hours Language
Infrastructure Big Data and IoT (option 1) 25.00 300.00 French
Image and multimedia (option 2) 25.00 300.00 French
Software science and engineering (option 3) 25.00 300.00 French
Telecommunication system and network (option 4) 25.00 300.00 French

M2 Part

Location

ENSEEIHT
2 rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Embedded systems and critical IoT

Credits Hours Language
Embedded networks 5.00 60.00 French
real time systems 5.00 60.00 French
formal methods 5.00 60.00 French
industrial IoT and future factory 5.00 60.00 French
internet of things 5.00 60.00 French

Core

Credits Hours Language
Long Project 8.00 180.00 French
Final project examination 22.00 700.00 French

Major in High Performance Computing - Big Data

Language level prerequisites

The minimum language level required, namely : A2 in French will be verified no later than end of April, 2025 (to be confirmed in your academic offer)

Course language

Only French

Language requirement to graduate

English B2


A TOEIC english test is provided at the end of the first year of master (end of your first year in ENSEEIHT). A mark of 780 is mandatory to have the engineer diploma, which is equivalent to B2 level. Un test d'anglais, le TOEIC, est effectué à la fin de la première année du master (la fin de votre première année à l'ENSEEIHT). Une note de 780 est obligatoire pour être diplômé, ce qui équivalent à un niveau B2.

M1 Part

Location

ENSEEIHT
2, rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

High Performance Computing - Big Data

Credits Hours Language
Functional programming and compiler design 5.00 60.00 French
Automata and Language theory, graph theory 5.00 60.00 French
Software and system engineering 5.00 60.00 French
Optimization 5.00 60.00 French
Concurrent and communicating systems 5.00 60.00 French

Core

Credits Hours Language
SHS 5.00 80.00 French

High Performance Computing - Big Data

Credits Hours Language
Concurrent and communicating applications, database applications 5.00 60.00 French
advanced linear algebra and applications in data analysis 5.00 60.00 French
hilbert space analysis for data handling - optimal control 5.00 60.00 French
machine learning and optimisation 5.00 60.00 French
Interpolation, approximation, geometric modeling 5.00 60.00 French

M2 Part

Location

ENSEEIHT
2 rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

High Performance Computing - Big Data

Credits Hours Language
cloud and classification 5.00 60.00 French
distributed systems and computing 5.00 60.00 French
Big data 5.00 60.00 French
HPSC 5.00 60.00 French
Inverse Problem 5.00 60.00 French

Core

Credits Hours Language
Long Project 8.00 180.00 French
Final project examination 22.00 700.00 French

Major in Image and Multimedia

Language level prerequisites

The minimum language level required, namely : A2 in French will be verified no later than end of April, 2025 (to be confirmed in your academic offer)

Course language

Only French

Language requirement to graduate

English B2


A TOEIC english test is provided at the end of the first year of master (end of your first year in ENSEEIHT). A mark of 780 is mandatory to have the engineer diploma, which is equivalent to B2 level. Un test d'anglais, le TOEIC, est effectué à la fin de la première année du master (la fin de votre première année à l'ENSEEIHT). Une note de 780 est obligatoire pour être diplômé, ce qui équivalent à un niveau B2.

M1 Part

Location

ENSEEIHT
2, rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Image and Multimedia

Credits Hours Language
Functional programming and compiler design 5.00 60.00 French
Automata and language theory, graph theory 5.00 60.00 French
software and system engineering 5.00 60.00 French
optimization 5.00 60.00 French
concurrent and communicating systems 5.00 60.00 French

Core

Credits Hours Language
SHS 5.00 80.00 French

Image and Multimedia

Credits Hours Language
Concurrent and communicating applications, database applications 5.00 60.00 French
mobile programming and deep learning 5.00 60.00 French
geometric modeling, PDE 5.00 60.00 French
image processing and computer graphics 5.00 60.00 French
audio/video data processing 5.00 60.00 French

M2 Part

Location

ENSEEIHT
2 rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Image and Multimedia

Credits Hours Language
cloud and classification 5.00 60.00 French
computer vision and image synthesis 5.00 60.00 French
multimedia data access 5.00 60.00 French
safety critical system development 5.00 60.00 French
smart data access 5.00 60.00 French

Core

Credits Hours Language
Long Project 8.00 180.00 French
Final project examination 22.00 700.00 French

Major in Infrastructure Big Data and IoT

Language level prerequisites

The minimum language level required, namely : A2 in French will be verified no later than end of April, 2025 (to be confirmed in your academic offer)

Course language

Only French

Language requirement to graduate

English B2


A TOEIC english test is provided at the end of the first year of master (end of your first year in ENSEEIHT). A mark of 780 is mandatory to have the engineer diploma, which is equivalent to B2 level. Un test d'anglais, le TOEIC, est effectué à la fin de la première année du master (la fin de votre première année à l'ENSEEIHT). Une note de 780 est obligatoire pour être diplômé, ce qui équivalent à un niveau B2.

M1 Part

Location

ENSEEIHT
2, rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Infrastructure Big Data and IoT

Credits Hours Language
software engineering 5.00 60.00 French
Architecture 5.00 60.00 French
Local and telecommunication networks 5.00 60.00 French
Internet and interconnections 5.00 60.00 French
Concurrent and communicating systems 5.00 60.00 French

Core

Credits Hours Language
SHS 5.00 80.00 French

Infrastructure Big Data and IoT

Credits Hours Language
concurrent and communicating software 5.00 60.00 French
network science 5.00 60.00 French
network modelling 5.00 60.00 French
wireless mobile telecommunication systems 5.00 60.00 French
Choose 1 option(s) in 2 options Big Data and IoT
operating system architecture (option 1) 5.00 60.00 French
system, mobile application and security (option 2) 5.00 60.00 French

M2 Part

Location

ENSEEIHT
2 rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Infrastructure Big Data and IoT

Credits Hours Language
cloud, big data and machine learning 5.00 60.00 French
core networks 5.00 60.00 French
QoS and security 5.00 60.00 French
distributed systems and algorithms 5.00 60.00 French
virtualization and internet of things 5.00 60.00 French

Core

Credits Hours Language
Long Project 8.00 180.00 French
Final project examination 22.00 700.00 French

Major in Software Science and Engineering

Language level prerequisites

The minimum language level required, namely : A2 in French will be verified no later than end of April, 2025 (to be confirmed in your academic offer)

Course language

Only French

Language requirement to graduate

English B2


A TOEIC english test is provided at the end of the first year of master (end of your first year in ENSEEIHT). A mark of 780 is mandatory to have the engineer diploma, which is equivalent to B2 level. Un test d'anglais, le TOEIC, est effectué à la fin de la première année du master (la fin de votre première année à l'ENSEEIHT). Une note de 780 est obligatoire pour être diplômé, ce qui équivalent à un niveau B2.

M1 Part

Location

ENSEEIHT
2, rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Software Science and Engineering

Credits Hours Language
Functional programming 5.00 60.00 French
Automata and language theory, graph theory 5.00 60.00 French
software and system engineering 5.00 60.00 French
optimization 5.00 60.00 French
concurrent and communicating 5.00 60.00 French

Core

Credits Hours Language
SHS 5.00 80.00 French

Software Science and Engineering

Credits Hours Language
concurrent and communicating software 5.00 60.00 French
formal methods 1 5.00 60.00 French
advanced programming and domain specific languages 5.00 60.00 French
mobile programming 5.00 60.00 French
Semantic and Language translation 5.00 60.00 French

M2 Part

Location

ENSEEIHT
2 rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Software Science and Engineering

Credits Hours Language
cloud and classification 5.00 60.00 French
distributed systems and computing 5.00 60.00 French
cyber-physical system development 5.00 60.00 French
safety critical system development 5.00 60.00 French
smart data access 5.00 60.00 French

Core

Credits Hours Language
Long Project 8.00 180.00 French
Final project examination 22.00 700.00 French

Major in Telecommunication systems and network

Language level prerequisites

The minimum language level required, namely : A2 in French will be verified no later than end of April, 2025 (to be confirmed in your academic offer)

Course language

Only French

Language requirement to graduate

English B2


A TOEIC english test is provided at the end of the first year of master (end of your first year in ENSEEIHT). A mark of 780 is mandatory to have the engineer diploma, which is equivalent to B2 level. Un test d'anglais, le TOEIC, est effectué à la fin de la première année du master (la fin de votre première année à l'ENSEEIHT). Une note de 780 est obligatoire pour être diplômé, ce qui équivalent à un niveau B2.

M1 Part

Location

ENSEEIHT
2, rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Telecommunication systems and network

Credits Hours Language
software engineering 5.00 60.00 French
internet and interconnections 5.00 60.00 French
local and telecommunication network 5.00 60.00 French
coded digital communications 5.00 60.00 French
digital communication on time varying and frequency selective channels 5.00 60.00 French

Core

Credits Hours Language
SHS 5.00 80.00 French

Telecommunication systems and network

Credits Hours Language
advanced digital receivers 5.00 60.00 French
optimization and learning 5.00 60.00 French
digital hardware for information processing 5.00 60.00 French
wireless and mobile telecommunication systems 5.00 60.00 French
mobile application systems and security 5.00 60.00 French

M2 Part

Location

ENSEEIHT
2 rue Charles Camichel BP 7122
31071 Toulouse

Average academic cost found without insurance

3770€

Core

Credits Hours Language
SHS 5.00 80.00 French

Telecommunication systems and network

Credits Hours Language
advanced telecommunications 5.00 60.00 French
advanced mobile networks 5.00 60.00 French
terrestrial telecommunication systems and wireless objects 5.00 60.00 French
spatial telecommunications 5.00 60.00 French
IoT networks 5.00 60.00 French

Core

Credits Hours Language
Long Project 8.00 180.00 French
Final project examination 22.00 700.00 French