Computer Science and Information Technology Engineer

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Mobility

-The Department of Computer Science, Systems and Artificial Intelligence trains engineers in computer science and artificial intelligence. From the acquisition and processing to the retrieval of information, our engineers excel in a variety of fields such as: the web, artificial intelligence, image processing, embedded systems, databases, networking…
They quickly integrate into the workplace through a two-semester project carried out in collaboration with companies (major corporations, SMEs, start-ups, etc.).
They are independent and capable of working in a team, possessing the ability to synthesise information and a strong sense of responsibility, enabling them to contribute to the design, implementation and operation of information systems.

Semester 5

Teaching Unit (UE) Reference ECTS ECs
Option: INSA degree programmes (OPT-ITI31-INSA)
EC Name LMD Level Period Language Ref. Hours
Electronics for Engineers
L1 L2 L3 M1 M2
EN ITI31-ELEC 54,00h
Operating Systems
L1 L2 L3 M1 M2
FR ITI31-SE 27,00h
Computer Science and Information Technology Engineer / Semester 5 / UE UE-ITI31-ACQ-SYST-I
EC Name LMD Level Period Language Ref. Hours
Careers and Research Conferences
L1 L2 L3 M1 M2
FR ITI31-CMR 15,00h
Computer Science and Information Technology Engineer / Semester 5 / UE UE-ITI31-CMR-31
EC Name LMD Level Period Language Ref. Hours
German for Beginners - Departments
L1 L2 L3 M1 M2
FR H-31-ALL-DPT-DEB 21,00h
German: The world of work – ITI-GM
L1 L2 L3 M1 M2
DE H-31-ALL-ITI-GM 21,00h
English Communication – ITI
L1 L2 L3 M1 M2
FR H-31-ANG-ITI 21,00h
Sport: Strategy and Performance – ITI
L1 L2 L3 M1 M2
FR H-31-APS-ITI 21,00h
Life Cycle Assessment
L1 L2 L3 M1 M2
FR H-31-DDRS-ITI 10,50h
Spanish Deb: Me and the others – Departments
L1 L2 L3 M1 M2
ES H-31-ESP-DPT-DEB 21,00h
Spanish: The world of work – ITI
L1 L2 L3 M1 M2
ES H-31-ESP-ITI 21,00h
French as a Foreign Language (ITI)
L1 L2 L3 M1 M2
FR H-31-FLE-ITI 21,00h
Management, Strategy and Finance 1 ITI
L1 L2 L3 M1 M2
FR H-31-GSF-ITI 21,00h
Dance and Studies Section – ECAO
L1 L2 L3 M1 M2
FR H-31-SDE-ECAO 38,00h
Image and Studies Section – Photography – ECAO
L1 L2 L3 M1 M2
FR H-31-SIE-PHOTO-ECAO 25,00h
Image Processing and Analysis Section – Video – ECAO
L1 L2 L3 M1 M2
FR H-31-SIE-VIDEO-ECAO 26,00h
Music and Studies Section – Choir – ECAO
L1 L2 L3 M1 M2
FR H-31-SME-CHORALE-ECAO 21,00h
Music and Studies Section – Instruments – ECAO
L1 L2 L3 M1 M2
FR H-31-SME-INSTRUMENTS-ECAO 21,00h
Music and Studies Section – Contemporary Music – ECAO
L1 L2 L3 M1 M2
FR H-31-SME-MUSIQUE-ACT-ECAO 21,00h
Music and Studies Section – Orchestra – ECAO
L1 L2 L3 M1 M2
FR H-31-SME-ORCHESTRE-ECAO 21,00h
Theatre and Studies Section – Improvisation – ECAO
L1 L2 L3 M1 M2
FR H-31-STE-IMPRO-ECAO 21,00h
Theatre and Studies Section – Introductory Course – ECAO
L1 L2 L3 M1 M2
FR H-31-STE-INIT-ECAO 21,00h
Theatre and Studies Section – Performance – ECAO
L1 L2 L3 M1 M2
FR H-31-STE-SPECTACLE-ECAO 40,00h
ECAO: Recognising Student Engagement
L1 L2 L3 M1 M2
FR H-31-VEE-ECAO 0,50h
Computer Science and Information Technology Engineer / Semester 5 / UE UE-ITI31-HUM-I
EC Name LMD Level Period Language Ref. Hours
Advanced Algorithms and C Programming
L1 L2 L3 M1 M2
FR ITI31-ALGO 54,00h
Relational databases
L1 L2 L3 M1 M2
FR ITI31-BD1 28,50h
Refresher course on integrated 3A IT
L1 L2 L3 M1 M2
FR ITI31-RAN-INFO 32,00h
Computer Science and Information Technology Engineer / Semester 5 / UE UE-ITI31-INFO-I
EC Name LMD Level Period Language Ref. Hours
Numerical Methods for Engineers
L1 L2 L3 M1 M2
FR ITI31-ANANUM 54,00h
Maths 3A Refresher Course (Integrated)
L1 L2 L3 M1 M2
FR ITI31-RAN-MATH 18,00h
Signal Processing
L1 L2 L3 M1 M2
FR ITI31-TDS 54,00h
Computer Science and Information Technology Engineer / Semester 5 / UE UE-ITI31-MATH-ING-I
EC Name LMD Level Period Language Ref. Hours
PI-AutoDecomposer
L1 L2 L3 M1 M2
FR ITI31-PI-DECOMP 21,00h
PI-Smart Robot
L1 L2 L3 M1 M2
FR ITI31-PI-ROBOT 21,00h
Computer Science and Information Technology Engineer / Semester 5 / UE UE-ITI31-PI
Option: Semester on an academic exchange programme (OPT-ITI31-MOB)
Semester on an academic exchange programme UE-ITI31-MOBILITE 30 0

Semester 6

Teaching Unit (UE) Reference ECTS ECs
Option: INSA degree programmes (OPT-ITI32-INSA)
EC Name LMD Level Period Language Ref. Hours
Automatic
L1 L2 L3 M1 M2
FR ITI32-AUTO 27,00h
Sensors
L1 L2 L3 M1 M2
FR ITI32-CAPT 54,00h
Computer Science and Information Technology Engineer / Semester 6 / UE UE-ITI32-ACQ-SYST-II
EC Name LMD Level Period Language Ref. Hours
ECIU-CBL and Micromodule
L1 L2 L3 M1 M2
FR ECIU342-CBL-MODULE —
German for Beginners - Departments
L1 L2 L3 M1 M2
FR H-32-ALL-DPT-DEB 21,00h
German ITI-GM
L1 L2 L3 M1 M2
DE H-32-ALL-ITI-GM 21,00h
English Communication – ITI
L1 L2 L3 M1 M2
FR H-32-ANG-ITI 21,00h
Sport: Strategy and Performance – ITI
L1 L2 L3 M1 M2
FR H-32-APS-ITI 21,00h
ITI Legal Concepts
L1 L2 L3 M1 M2
FR H-32-DROIT-ITI 21,00h
Develop your entrepreneurial spirit
L1 L2 L3 M1 M2
FR H-32-ENTREPRENEURIAT-DPT 2,00h
Spanish (Deb): Communication situations
L1 L2 L3 M1 M2
ES H-32-ESP-DPT-DEB 21,00h
Spanish: Languages and Intercultural Understanding – ITI
L1 L2 L3 M1 M2
ES H-32-ESP-ITI 21,00h
French as a Foreign Language (ITI)
L1 L2 L3 M1 M2
FR H-32-FLE-ITI 21,00h
Dance and Studies Section – ECAO
L1 L2 L3 M1 M2
FR H-32-SDE-ECAO 38,00h
Image and Studies Section: Film Culture
L1 L2 L3 M1 M2
FR H-32-SIE-CGC-ECAO 21,00h
Image and Studies Section – Video – ECAO
L1 L2 L3 M1 M2
FR H-32-SIE-VIDEO-ECAO 26,00h
Music and Studies Section – Choir – ECAO
L1 L2 L3 M1 M2
FR H-32-SME-CHORALE-ECAO 21,00h
Music and Studies Section – Instruments – ECAO
L1 L2 L3 M1 M2
FR H-32-SME-INSTRUMENTS-ECAO 21,00h
Music and Studies Section – Contemporary Music – ECAO
L1 L2 L3 M1 M2
FR H-32-SME-MUSIQUE-ACT-ECAO 21,00h
Music and Studies Section – Orchestra – ECAO
L1 L2 L3 M1 M2
FR H-32-SME-ORCHESTRE-ECAO 21,00h
Theatre and Studies Section – Improvisation – ECAO
L1 L2 L3 M1 M2
FR H-32-STE-IMPRO-ECAO 21,00h
Theatre and Studies Section – Introductory Course – ECAO
L1 L2 L3 M1 M2
FR H-32-STE-INIT-ECAO 21,00h
Theatre and Studies Section – Performance – ECAO
L1 L2 L3 M1 M2
FR H-32-STE-SPECTACLE-ECAO 40,00h
ECAO: Recognising Student Engagement
L1 L2 L3 M1 M2
FR H-32-VEE-ECAO 0,50h
Computer Science and Information Technology Engineer / Semester 6 / UE UE-ITI32-HUM-II
EC Name LMD Level Period Language Ref. Hours
An Introduction to Compilation
L1 L2 L3 M1 M2
FR ITI32-COMPIL 1,50h
Advanced Programming
L1 L2 L3 M1 M2
FR ITI32-PROGAV 54,00h
Advanced Python Programming
L1 L2 L3 M1 M2
FR ITI32-PYTHON 18,00h
Web Technologies 1
L1 L2 L3 M1 M2
FR ITI32-TW1 27,00h
UML and Design Patterns
L1 L2 L3 M1 M2
FR ITI32-UMLDP 18,00h
Computer Science and Information Technology Engineer / Semester 6 / UE UE-ITI32-INFO-II
EC Name LMD Level Period Language Ref. Hours
Introduction to Optimisation
L1 L2 L3 M1 M2
FR ITI32-OPTIM-1 27,00h
Statistics for Engineers
L1 L2 L3 M1 M2
FR ITI32-STAT 54,00h
Computer Science and Information Technology Engineer / Semester 6 / UE UE-ITI32-MATH-ING-II
EC Name LMD Level Period Language Ref. Hours
Object-Oriented Programming
L1 L2 L3 M1 M2
FR ITI32-PI-DOO 21,00h
PI-IT Itinerary
L1 L2 L3 M1 M2
FR ITI32-PI-ITINERAIRE 21,00h
Computer Science and Information Technology Engineer / Semester 6 / UE UE-ITI32-PI
Option: Semester on an academic exchange programme (OPT-ITI32-MOB)
Semester on an academic exchange programme UE-ITI32-MOBILITE 30 0

Semester 7

Teaching Unit (UE) Reference ECTS ECs
EC Name LMD Level Period Language Ref. Hours
CMR
L1 L2 L3 M1 M2
FR ITI41-CMR 15,00h
Computer Science and Information Technology Engineer / Semester 7 / UE UE-ITI41-CMR-41
EC Name LMD Level Period Language Ref. Hours
German for Beginners - Departments
L1 L2 L3 M1 M2
FR H-41-ALL-DPT-DEB 21,00h
Intercultural Communication and Work-Life Balance
L1 L2 L3 M1 M2
DE H-41-ALL-ITI 21,00h
Building a Sustainable World - ITI
L1 L2 L3 M1 M2
FR H-41-ANG-ITI 21,00h
Sport and Management – ITI
L1 L2 L3 M1 M2
FR H-41-APS-ITI 21,00h
Spanish for Beginners: A Journey Through Time and Culture
L1 L2 L3 M1 M2
ES H-41-ESP-DPT-DEB 21,00h
Spanish: Critical Thinking through Debate - ITI
L1 L2 L3 M1 M2
ES H-41-ESP-ITI 21,00h
French as a Foreign Language (ITI)
L1 L2 L3 M1 M2
FR H-41-FLE-ITI 21,00h
Project Management – ITI
L1 L2 L3 M1 M2
FR H-41-GP-ITI 21,00h
Management, Strategy and Finance 2 – ITI
L1 L2 L3 M1 M2
FR H-41-GSF2-ITI 21,00h
Dance and Studies Section – ECAO
L1 L2 L3 M1 M2
FR H-41-SDE-ECAO —
Image and Studies Section – Photography – ECAO
L1 L2 L3 M1 M2
FR H-41-SIE-PHOTO-ECAO —
Image and Studies Section – Video – ECAO
L1 L2 L3 M1 M2
FR H-41-SIE-VIDEO-ECAO —
Music and Studies Section – Choir – ECAO
L1 L2 L3 M1 M2
FR H-41-SME-CHORALE-ECAO —
Music and Studies Section – Instruments – ECAO
L1 L2 L3 M1 M2
FR H-41-SME-INSTRUMENTS-ECAO —
Music and Studies Section – Contemporary Music – ECAO
L1 L2 L3 M1 M2
FR H-41-SME-MUSIQUE-ACT-ECAO —
Music and Studies Section – Orchestra – ECAO
L1 L2 L3 M1 M2
FR H-41-SME-ORCHESTRE-ECAO —
Theatre and Studies Section – Improvisation – ECAO
L1 L2 L3 M1 M2
FR H-41-STE-IMPRO-ECAO —
Theatre and Studies Section – Introductory Course – ECAO
L1 L2 L3 M1 M2
FR H-41-STE-INIT-ECAO —
Theatre and Studies Section – Performance – ECAO
L1 L2 L3 M1 M2
FR H-41-STE-SPECTACLE-ECAO —
ECAO: Recognising Student Engagement
L1 L2 L3 M1 M2
FR H-41-VEE-ECAO 21,00h
INSA JOB
L1 L2 L3 M1 M2
FR ITI41-INSAJOB 6,00h
Management of Major IT Projects
L1 L2 L3 M1 M2
FR ITI41-MGPI 42,00h
Computer Science and Information Technology Engineer / Semester 7 / UE UE-ITI41-HUM
EC Name LMD Level Period Language Ref. Hours
PAO – Project for Deepening and Opening Up
L1 L2 L3 M1 M2
FR ITI41-PAO —
Computer Science and Information Technology Engineer / Semester 7 / UE UE-ITI41-PI
EC Name LMD Level Period Language Ref. Hours
Advanced Databases
L1 L2 L3 M1 M2
FR ITI41-BD2 31,50h
Machine Learning
L1 L2 L3 M1 M2
EN ITI41-ML 42,00h
Optimisation 2
L1 L2 L3 M1 M2
EN ITI41-OPTIM-2 21,00h
Computer Networks
L1 L2 L3 M1 M2
FR ITI41-RI 63,00h
Operations Research and Graph Theory
L1 L2 L3 M1 M2
FR ITI41-RO 22,50h
Information Theory
L1 L2 L3 M1 M2
FR ITI41-TI 52,50h
Image Processing
L1 L2 L3 M1 M2
FR ITI41-TIM 42,00h
Web Technologies II
L1 L2 L3 M1 M2
EN ITI41-TW2 31,50h
Computer Science and Information Technology Engineer / Semester 7 / UE UE-ITI41-SPE-I
Specialism II UE-ITI41-SPE-II 8 0

Semester 8

Teaching Unit (UE) Reference ECTS ECs
Option: INSA degree programmes (OPT-ITI42-INSA)
EC Name LMD Level Period Language Ref. Hours
Communication
L1 L2 L3 M1 M2
FR ITI42-COM 9,00h
Control
L1 L2 L3 M1 M2
FR ITI42-CONT 20,00h
Management
L1 L2 L3 M1 M2
FR ITI42-MANA 12,00h
Production
L1 L2 L3 M1 M2
FR ITI42-REA 40,00h
Computer Science and Information Technology Engineer / Semester 8 / UE UE-ITI42-CPIC
EC Name LMD Level Period Language Ref. Hours
Communication
L1 L2 L3 M1 M2
FR ITI42-COM 9,00h
Control
L1 L2 L3 M1 M2
FR ITI42-CONT 20,00h
Production
L1 L2 L3 M1 M2
FR ITI42-REA 40,00h
Computer Science and Information Technology Engineer / Semester 8 / UE UE-ITI42-GPIC
EC Name LMD Level Period Language Ref. Hours
Building a Sustainable World - ITI
L1 L2 L3 M1 M2
FR H-42-ANG-ITI 18,00h
English and American Civilisation – ECAO
L1 L2 L3 M1 M2
FR H-42-ANGLAIS-CIVI-ECAO —
English Creative Writing – ECAO
L1 L2 L3 M1 M2
FR H-42-ANGLAIS-CW-ECAO —
Sport and Management – ITI
L1 L2 L3 M1 M2
FR H-42-APS-ITI 18,00h
Introduction to Arabic Language and Culture – ECAO
L1 L2 L3 M1 M2
FR H-42-ARABE-DEB-ECAO —
Introduction to Chinese Language and Culture – ECAO
L1 L2 L3 M1 M2
FR H-42-CHINOIS-DEB-ECAO —
Introduction to the Korean Language - ECAO
L1 L2 L3 M1 M2
FR H-42-COREEN-DEB-ECAO —
Employment Law and Human Resources Management
L1 L2 L3 M1 M2
FR H-42-DTGRH1-ECAO —
Eloquence - ECAO
L1 L2 L3 M1 M2
FR H-42-ELOQUENCE-ECAO —
History of France and Geopolitics - ECAO
L1 L2 L3 M1 M2
FR H-42-HIST-GEOPOL-ECAO —
Introduction to Italian Language and Culture - ECAO
L1 L2 L3 M1 M2
FR H-42-ITALIEN-DEB-ECAO —
French Sign Language – ECAO
L1 L2 L3 M1 M2
FR H-42-LSF-ECAO —
Management and Conflict Resolution - ECAO
L1 L2 L3 M1 M2
FR H-42-MANAG-ECAO —
SPORTS MANAGEMENT - ECAO
L1 L2 L3 M1 M2
FR H-42-MANAG-SPORT-ECAO —
Introduction to Permaculture – ECAO
L1 L2 L3 M1 M2
FR H-42-PERMACULTURE-ECAO —
Introduction to the Portuguese language and culture – ECAO
L1 L2 L3 M1 M2
FR H-42-PORTUGAIS-DEB-ECAO —
Occupational Psychology – ECAO
L1 L2 L3 M1 M2
FR H-42-PSYCHO-ECAO —
Introduction to Russian Language and Culture – ECAO
L1 L2 L3 M1 M2
FR H-42-RUSSE-DEB-ECAO —
Dance and Studies Section – ECAO
L1 L2 L3 M1 M2
FR H-42-SDE-ECAO —
Image and Studies Section: Film Culture
L1 L2 L3 M1 M2
FR H-42-SIE-CGC-ECAO —
Image and Studies Section – Video – ECAO
L1 L2 L3 M1 M2
FR H-42-SIE-VIDEO-ECAO —
Music and Studies Section – Choir – ECAO
L1 L2 L3 M1 M2
FR H-42-SME-CHORALE-ECAO —
Music and Studies Section – Instruments – ECAO
L1 L2 L3 M1 M2
FR H-42-SME-INSTRUMENTS-ECAO —
Music and Studies Section – Contemporary Music – ECAO
L1 L2 L3 M1 M2
FR H-42-SME-MUSIQUE-ACT-ECAO —
Music and Studies Section – Orchestra – ECAO
L1 L2 L3 M1 M2
FR H-42-SME-ORCHESTRE-ECAO —
First aid training – ECAO
L1 L2 L3 M1 M2
FR H-42-SST-ECAO 18,00h
Theatre and Studies Section – Improvisation – ECAO
L1 L2 L3 M1 M2
FR H-42-STE-IMPRO-ECAO —
Theatre and Studies Section – Introductory Course – ECAO
L1 L2 L3 M1 M2
FR H-42-STE-INIT-ECAO —
Theatre and Studies Section – Performance – ECAO
L1 L2 L3 M1 M2
FR H-42-STE-SPECTACLE-ECAO —
Interpersonal Communication Skills – ECAO
L1 L2 L3 M1 M2
FR H-42-TCI-ECAO —
Recognising Student Engagement – ECAO
L1 L2 L3 M1 M2
FR H-42-VEE-ECAO 21,00h
Science and Technology Communication - ECAO
L1 L2 L3 M1 M2
FR H-42-VST-ECAO —
Computer Science and Information Technology Engineer / Semester 8 / UE UE-ITI42-HUM
EC Name LMD Level Period Language Ref. Hours
Big Data
L1 L2 L3 M1 M2
EN ITI42-BGD 36,00h
Pao Speciality - DOC
L1 L2 L3 M1 M2
FR ITI42-PAO-SPE-DOC —
Specialist DTP – ML
L1 L2 L3 M1 M2
FR ITI42-PAO-SPE-ML —
Specialist DTP – SV
L1 L2 L3 M1 M2
FR ITI42-PAO-SPE-SV —
Specialist DTP 3
L1 L2 L3 M1 M2
FR ITI42-PAO-SPE3 —
Information Retrieval and Data Visualisation
L1 L2 L3 M1 M2
FR ITI42-RIGRAPHE 36,00h
Representation Learning/Deep
L1 L2 L3 M1 M2
EN ITI42-RL 36,00h
Vision Systems
L1 L2 L3 M1 M2
FR ITI42-SV 36,00h
Computer Science and Information Technology Engineer / Semester 8 / UE UE-ITI42-SPE
Option: Semester on an academic exchange programme (OPT-ITI42-MOB)
Semester on an academic exchange programme UE-ITI42-MOBILITE 30 0

Semester 9

Teaching Unit (UE) Reference ECTS ECs
EC Name LMD Level Period Language Ref. Hours
Health and safety at work
L1 L2 L3 M1 M2
FR EC51-BESST —
Health and safety at work
L1 L2 L3 M1 M2
FR EC51-INRS —
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-STAGE-SPE
Option: Professional Training Contract (OPT-ITI51-CPRO)
EC Name LMD Level Period Language Ref. Hours
Oral English for Future Professionals
L1 L2 L3 M1 M2
EN H-51-ANG-INSA5 21,00h
English TOEIC Remedial Course
L1 L2 L3 M1 M2
EN H-51-ANG-TOEIC 21,00h
Dance and Studies Section – ECAO
L1 L2 L3 M1 M2
FR H-51-SDE-ECAO —
Image and Studies Section – Photography – ECAO
L1 L2 L3 M1 M2
FR H-51-SIE-PHOTO-ECAO —
Image and Studies Section – Video – ECAO
L1 L2 L3 M1 M2
FR H-51-SIE-VIDEO-ECAO —
Music and Studies Section – Choir – ECAO
L1 L2 L3 M1 M2
FR H-51-SME-CHORALE-ECAO —
Music and Studies Section – Instruments – ECAO
L1 L2 L3 M1 M2
FR H-51-SME-INSTRUMENTS-ECAO —
Music and Studies Section – Contemporary Music – ECAO
L1 L2 L3 M1 M2
FR H-51-SME-MUSIQUE-ACT-ECAO —
Music and Studies Section – Orchestra – ECAO
L1 L2 L3 M1 M2
FR H-51-SME-ORCHESTRE-ECAO —
Theatre and Studies Section – Improvisation – ECAO
L1 L2 L3 M1 M2
FR H-51-STE-IMPRO-ECAO —
Theatre and Studies Section – Introductory Course – ECAO
L1 L2 L3 M1 M2
FR H-51-STE-INIT-ECAO —
Theatre and Studies Section – Performance – ECAO
L1 L2 L3 M1 M2
FR H-51-STE-SPECTACLE-ECAO —
Recognising Student Engagement (ECAO)
L1 L2 L3 M1 M2
FR H-51-VEE-ECAO —
PAO – Project for Deepening and Opening Up
L1 L2 L3 M1 M2
FR ITI51-PAO-APP 3,00h
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-APPROF
EC Name LMD Level Period Language Ref. Hours
Conferences: Research and Professional Development
L1 L2 L3 M1 M2
FR ITI51-CMR 15,00h
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-CMR
Work experience (vocational training contract) UE-ITI51-CPRO-EXPE 10 0
EC Name LMD Level Period Language Ref. Hours
Automotive and Intelligent Transport Systems
L1 L2 L3 M1 M2
FR ITI51-ASTI 36,00h
Information Systems Architecture Design
L1 L2 L3 M1 M2
FR ITI51-CASI 36,00h
Advanced Deep Learning
L1 L2 L3 M1 M2
FR ITI51-DLA 36,00h
Embedded AI
L1 L2 L3 M1 M2
FR ITI51-IAEM 36,00h
Advanced Human-Machine Interaction
L1 L2 L3 M1 M2
FR ITI51-IHME 36,00h
Advanced Machine Learning
L1 L2 L3 M1 M2
FR ITI51-MLA 36,00h
Semantics & Graphs
L1 L2 L3 M1 M2
FR ITI51-S-GRAPHES 27,00h
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-SPE-INSA
Option: INSA degree programmes (OPT-ITI51-INSA)
EC Name LMD Level Period Language Ref. Hours
Oral English for Future Professionals
L1 L2 L3 M1 M2
EN H-51-ANG-INSA5 21,00h
English TOEIC Remedial Course
L1 L2 L3 M1 M2
EN H-51-ANG-TOEIC 21,00h
Dance and Studies Section – ECAO
L1 L2 L3 M1 M2
FR H-51-SDE-ECAO —
Image and Studies Section – Photography – ECAO
L1 L2 L3 M1 M2
FR H-51-SIE-PHOTO-ECAO —
Image and Studies Section – Video – ECAO
L1 L2 L3 M1 M2
FR H-51-SIE-VIDEO-ECAO —
Music and Studies Section – Choir – ECAO
L1 L2 L3 M1 M2
FR H-51-SME-CHORALE-ECAO —
Music and Studies Section – Instruments – ECAO
L1 L2 L3 M1 M2
FR H-51-SME-INSTRUMENTS-ECAO —
Music and Studies Section – Contemporary Music – ECAO
L1 L2 L3 M1 M2
FR H-51-SME-MUSIQUE-ACT-ECAO —
Music and Studies Section – Orchestra – ECAO
L1 L2 L3 M1 M2
FR H-51-SME-ORCHESTRE-ECAO —
Theatre and Studies Section – Improvisation – ECAO
L1 L2 L3 M1 M2
FR H-51-STE-IMPRO-ECAO —
Theatre and Studies Section – Introductory Course – ECAO
L1 L2 L3 M1 M2
FR H-51-STE-INIT-ECAO —
Theatre and Studies Section – Performance – ECAO
L1 L2 L3 M1 M2
FR H-51-STE-SPECTACLE-ECAO —
Recognising Student Engagement (ECAO)
L1 L2 L3 M1 M2
FR H-51-VEE-ECAO —
PAO – Project for Deepening and Opening Up
L1 L2 L3 M1 M2
FR ITI51-PAO-APP 3,00h
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-APPROF
EC Name LMD Level Period Language Ref. Hours
Conferences: Research and Professional Development
L1 L2 L3 M1 M2
FR ITI51-CMR 15,00h
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-CMR
EC Name LMD Level Period Language Ref. Hours
Communication
L1 L2 L3 M1 M2
FR ITI51-COM 9,00h
Control
L1 L2 L3 M1 M2
FR ITI51-CONT 20,00h
Management
L1 L2 L3 M1 M2
FR ITI51-MANA 12,00h
Production
L1 L2 L3 M1 M2
FR ITI51-REA 40,00h
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-CPIC
EC Name LMD Level Period Language Ref. Hours
Communication
L1 L2 L3 M1 M2
FR ITI51-COM 9,00h
Control
L1 L2 L3 M1 M2
FR ITI51-CONT 20,00h
Production
L1 L2 L3 M1 M2
FR ITI51-REA 40,00h
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-GPIC
EC Name LMD Level Period Language Ref. Hours
Automotive and Intelligent Transport Systems
L1 L2 L3 M1 M2
FR ITI51-ASTI 36,00h
Information Systems Architecture Design
L1 L2 L3 M1 M2
FR ITI51-CASI 36,00h
Advanced Deep Learning
L1 L2 L3 M1 M2
FR ITI51-DLA 36,00h
Embedded AI
L1 L2 L3 M1 M2
FR ITI51-IAEM 36,00h
Advanced Human-Machine Interaction
L1 L2 L3 M1 M2
FR ITI51-IHME 36,00h
Advanced Machine Learning
L1 L2 L3 M1 M2
FR ITI51-MLA 36,00h
Semantics & Graphs
L1 L2 L3 M1 M2
FR ITI51-S-GRAPHES 27,00h
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-SPE-INSA
EC Name LMD Level Period Language Ref. Hours
Information Systems Architecture Design
L1 L2 L3 M1 M2
FR ITI51-CASI 36,00h
Embedded AI
L1 L2 L3 M1 M2
FR ITI51-IAEM 36,00h
Algorithm for bioinformatics
L1 L2 L3 M1 M2
FR ITI51-M-ITA-ABI —
PLCs and logic
L1 L2 L3 M1 M2
FR ITI51-M-ITA-AUTO-LOG —
Algebraic Combinatorics for Enumeration
L1 L2 L3 M1 M2
FR ITI51-M-ITA-CAE —
Quantum Computing II
L1 L2 L3 M1 M2
FR ITI51-M-ITA-INF-QII —
Security Proofs in Cryptography
L1 L2 L3 M1 M2
FR ITI51-M-ITA-PSC —
Automata Theory
L1 L2 L3 M1 M2
FR ITI51-M-ITA-TH-A —
Computer Science and Information Technology Engineer / Semester 9 / UE UE-ITI51-SPE-M-ITA
Option: IT Master’s programme (OPT-ITI51-INSA-ITA)
Option: Semester on an academic exchange programme (OPT-ITI51-MOB)
Semester on an academic exchange programme UE-ITI51-MOBILITE 26 0

Semester 10

Teaching Unit (UE) Reference ECTS ECs
EC Name LMD Level Period Language Ref. Hours
Workshops on professional training contracts
L1 L2 L3 M1 M2
FR CPRO52-ATELIERS 42,00h
Computer Science and Information Technology Engineer / Semester 10 / UE UE-ITI52-CPRO-EXPE
Work experience – Engineering placement UE-ITI52-STAGE-ING 30 0
Work experience – Engineering placement (equivalent to a degree) UE-ITI52-STAGE-MOB 30 0