Centrale Lille Course Catalogue

Data Science Master's program / Data Science Track

Master 1

Semester 1

Refresher in Maths & Computer Science

Python and tools for research
Course label : Python and tools for research
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE-ANTOINE THOUVENIN / Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_PTR - Python and tools for research

Education team

Teachers : Mister PIERRE-ANTOINE THOUVENIN / Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Basic notions and structures of Python and popular modules (numpy, scipy, sklearn, etc.). Fundamentals of object-oriented programming with Python. Hands on, plus some presentation of useful tools such as LaTex and Bibtex. The labs will illustrate: - the ability of Python to quickly translate into code very usual linear algebra operations as well as statistical procedures; - the benefits of object-oriented programming (with ML oriented examples); - the power of Latex/Bibtex for scientific document editing.

Educational goals

After successfully taking this course, students should be able to: - manipulate usual structures of Python; - implement object-oriented programs in Python; - understand the notion of class and object; - understand the concepts of encapsulation and inheritance; - write Python code abiding by usual notation, comment and documentation conventions; - systematically test their codes (through unit tests, debugging); - use several ML-oriented Python modules (numpy, scipy, sklearn); - write a report using LaTex and Bibtex; - explore bibliographic databases and administrate a bibliography.

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments: Continuous evaluation. Labs, grading scale: (min) 0 ᅵ 20 (max) - Passing grade = 10/20

Online resources

Online tutorials such as https://docs.python.org/3.6/tutorial/introduction.html, documents made available on Moodle.

Pedagogy

Lab sessions. Language of instruction is specified in the course offering information in the course and programme directory. English is the default language.

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Basics of programming in Python. Refresher course in computer science. Basic notions of C programming.

Maximum number of registrants

Remarks

Refresher in Computer Science
Course label : Refresher in Computer Science
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_RCS - Refresher in Computer Science

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Refresher in Maths
Course label : Refresher in Maths
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_RMA - Refresher in Maths

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Computer Science

Algorithms and their complexity 1
Course label : Algorithms and their complexity 1
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_AC1 - Algo and their complexity 1

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Databases
Course label : Databases
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_DBA - Databases

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Mathematics for Data Science

Fundamental notions of Mathematics
Course label : Fundamental notions of Mathematics
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_FNM - Fundamental notions of Math

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Probability 1
Course label : Probability 1
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_PR1 - Probability 1

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Statistics 1
Course label : Statistics 1
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_ST1 - Statistics 1

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Machine learning 1

Machine learning 1
Course label : Machine learning 1
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_ML1 - Machine learning 1

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Machine learning 2

Machine learning 2
Course label : Machine learning 2
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_ML2 - Machine learning 2

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Ethics and Laws

Ethics and Laws
Course label : Ethics and Laws
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_ELA - Ethics and Laws

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Foreign Language : english, FLE, other language

English
Course label : English
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_ANG - Anglais

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

French as foreign language or 2nd language
Course label : French as foreign language or 2nd language
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Madam VERONIQUE DZIWNIEL
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_FLE - FLE ou 2nde langue

Education team

Teachers : Madam VERONIQUE DZIWNIEL
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Living language 2 to choose
Course label : Living language 2 to choose
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager :
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S1_LV2 - LV2 au choix

Education team

Teachers :
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Semester 2

Numerical analysis, algorithms and complexity

Algorithms and their complexity 2
Course label : Algorithms and their complexity 2
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_AC2 - Algo and their complexity 2

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Numerical analysis and optimization
Course label : Numerical analysis and optimization
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_NAO - Numerical analysis and optim

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Probability and statistics

Probability 2
Course label : Probability 2
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE-ANTOINE THOUVENIN / Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_PR2 - Probability 2

Education team

Teachers : Mister PIERRE-ANTOINE THOUVENIN / Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Statistics 2
Course label : Statistics 2
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_ST2 - Statistics 2

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Deep learning and Data challenge

Data Challenge
Course label : Data Challenge
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_DCH - Data Challenge

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Deep learning
Course label : Deep learning
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_ML3 - Machine learning 3: Deep learn

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Statistical learning and signal processing

Models for Machine Learning
Course label : Models for Machine Learning
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE-ANTOINE THOUVENIN / Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_MML - Models for Machine Learning

Education team

Teachers : Mister PIERRE-ANTOINE THOUVENIN / Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Fundamentals of decision theory and Bayesian models. Hands on. Usual methods and notions in this scope: - baseline concepts (likelihood, prior, posterior, ) - conjugate priors, uninformative priors, exponential family; - hierarchical models; - graph representation with directed acyclic graphs (DAGs); - expected utility and posterior expected loss; - Bayesian estimators; - exact inference with Markov chain Monte Carlo algorithm (MCMC) : the Gibbs sampler; - approximate Bayesian inference (variational Bayes, EM).

Educational goals

- identify a relevant model in light of the available data; - formalize the learning problem as an optimization problem; - formalize the learning problem as a decision under uncertainty problem; - understand the connections between deterministic and probabilistic modelings; - understand the implications of the chosen model on the results; - implement efficiently the concepts allowing to make optimal decisions.

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments: Continuous evaluation. Labs, grading scale: (min) 0 – 20 (max) Project, grading scale: (min) 0 – 20 (max)

Online resources

"Machine learning, a probabilistic perspective", K. Murphy, 2012. "The Bayesian choice", Christian Robert, 2007. "Pattern recognition and Machine Learning", Christopher Bishop, 2006.

Pedagogy

Labs and tutorial sessions. Language of instruction is specified in the course offering information in the course and programme directory. English is the default language.

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Machine learning 1 or the equivalent. Probability 1 & 2. Statistics 1 & 2. Python and tools for research. Notions in optimization.

Maximum number of registrants

Remarks

Signal processing
Course label : Signal processing
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_SPR - Signal processing

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Data science and its environment

Research project
Course label : Research project
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_RPR - Research project

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Seminars
Course label : Seminars
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_SEM - Seminars

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Internship

Internship
Course label : Internship
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager :
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S2_INT - Internship

Education team

Teachers :
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 0
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Master 2

Semester 3

Foreign Language : english, FLE or 2nd language

English
Course label : English
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_ANG - Anglais

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

French as foreign language or 2nd language
Course label : French as foreign language or 2nd language
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Madam VERONIQUE DZIWNIEL
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_FLE - FLE ou 2nde langue

Education team

Teachers : Madam VERONIQUE DZIWNIEL
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Living language 2 to choose
Course label : Living language 2 to choose
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager :
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_LV2 - LV2 au choix

Education team

Teachers :
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Algorithmics and Databases

Databases
Course label : Databases
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_DBA - Data bases

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

High performance computing
Course label : High performance computing
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_HPC - High performance computing

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Multi-agent systems
Course label : Multi-agent systems
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_MAS - Multi-agent systems

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Refreshers

Refresher in computer science
Course label : Refresher in computer science
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_RCS - Refresher in computer science

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Refresher in mathematics
Course label : Refresher in mathematics
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_RMA - Refresher in mathematics

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Theoretical foundations of Machine Learning

Bayesian learning
Course label : Bayesian learning
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_TF1 - Theoretical foundations of mac

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Kernel Machines
Course label : Kernel Machines
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_TF3 - Theoretical foundations of mac

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Theory of Machine Learning
Course label : Theory of Machine Learning
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_TF2 - Theoretical foundations of mac

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Advanced machine learning

Advanced machine learning 5
Course label : Advanced machine learning 5
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_AM5 - Advanced machine learning 5

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Advanced machine learning 6
Course label : Advanced machine learning 6
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager :
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_AM6 - Advanced machine learning 6

Education team

Teachers :
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Machine Learning for Signal Processing
Course label : Machine Learning for Signal Processing
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_MLS - Machine Learning for Signal Pr

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Graph-based machine learning
Course label : Graph-based machine learning
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_NLP - Natural language processing

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Privacy preserving machine learning
Course label : Privacy preserving machine learning
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_PPR - Privacy preserving mach learn

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Sequential decision making
Course label : Sequential decision making
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S3_SDM - Sequential decision making

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Semester 4

Ethic and laws

Ethic and laws
Course label : Ethic and laws
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S4_EDL - Ethics and digital law

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 12
Number of hours - Tutorial : 12
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Research in practice

Reading group
Course label : Reading group
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S4_RGR - Reading group

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Seminars
Course label : Seminars
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S4_SEM - Seminars

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Internship and memoir

Internship and memoir
Course label : Internship and memoir
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S4_IME - Internship and memoir

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 0
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks


Preparing your professional project

Data challenge
Course label : Data challenge
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S4_DCH - Data challenge

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks

Research project
Course label : Research project
Teaching departement : EEA / Electrotechnics - Electronics - Control Systems
Teaching manager : Mister PIERRE CHAINAIS
Education language :
Potential ects : 0
Results grid :
Code and label (hp) : MR_DS_S4_RPR - Research project

Education team

Teachers : Mister PIERRE CHAINAIS
External contributors (business, research, secondary education): various temporary teachers

Summary

Educational goals

Sustainable development goals

Knowledge control procedures

Continuous Assessment
Comments:

Online resources

Pedagogy

Sequencing / learning methods

Number of hours - Lectures : 0
Number of hours - Tutorial : 24
Number of hours - Practical work : 0
Number of hours - Seminar : 0
Number of hours - Half-group seminar : 0
Number of student hours in TEA (Autonomous learning) : 0
Number of student hours in TNE (Non-supervised activities) : 0
Number of hours in CB (Fixed exams) : 0
Number of student hours in PER (Personal work) : 0
Number of hours - Projects : 0

Prerequisites

Maximum number of registrants

Remarks