MASTER'S DEGREE IN COMPUTER SCIENCE - ARTIFICIAL INTELLIGENCE (IA)

Contact
Diploma
BAC+5
Input level
BAC +3
Duration
2 years
Graduate
Yes
Locations
Jean-Henri Fabre Campus - CERI
Study plan
Initial, Continuous
Internship
Mandatory
Cost of training
initial training
continuing education (employees, jobseekers, self-employed)
Sector
IT, telecommunications
Contact

Presentation

The Artificial Intelligence pathway is attached to the CERI Master's in Computer Science (Avignon University), which includes cross-disciplinary teaching in professional English, information systems management, project management and technology watch. The teaching units (UE) specific to the AI path essentially cover automatic learning (supervised learning, unsupervised learning, reinforcement learning) and data science (data mining, business intelligence, data warehouses).

The teaching team is made up of teacher-researchers from the LIA (Laboratoire Informatique d'Avignon) who specialise in AI-related subjects. In addition, the CERI (Centre d'Enseignement et de Recherche en Informatique) provides students with equipment tailored to the needs of the Artificial Intelligence course. In particular, they have access to 6 traditional calculation servers, 2 of which are equipped with GPUs. These are used to implement the principles studied in class, as part of the application CEUs set out in the syllabus.

The course is available in initial, continuing and sandwich courses.

Domain: Science, Technology, Health

Description : This text will be updated shortly.

Dean : Corinne Fredouille

Teaching and laboratory team

This text will be updated shortly.
General diagram of the domain Curriculum diagram RNCP skills correlation table Outline of the course

Admission

Admission requirements

For admission to Master 1 : apply online on the my master's platform

For admission to Master 2 : online admission or re-registration depending on your situation

Conditions for making a referral to the rector

Courses and levels

M1 ARTIFICIAL INTELLIGENCE (IA)

Manager: Fabrice Lefevre Voir le courriel

Manager: Fabrice Lefevre Voir le courriel

Presentation of the course : In S1, the M1 year covers certain basic notions of AI: introduction to the founding concepts and history of the field, machine learning methods and notions, non-linear optimisation. In S2, concepts relating to supervised learning are explored in greater depth, in particular via deep neural networks, and other fields are explored: stochastic models, symbolic methods, unsupervised learning and explicability.
Code
Courses and teaching units
Hourly volume
Coefficient
ECTS
S-F06-0600 UE SEMESTER 1 COMMON CLASSIC AND SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3001 UE INFORMATION SYSTEMS MANAGEMENT: ACQUIRING ADVANCED PRACTICES TO STEER DIGITAL SERVICES Hourly volume : 76h30 Coefficients : 6.00 Credits : 6.00
S-E06-3001 UCE ENGLISH (BUSINESS-ORIENTED) Hourly volume : 34h30 Coefficients : 3.00 Credits : 3.00
S-E06-3002 UCE PROCESS-BASED MANAGEMENT AND GOVERNANCE Hourly volume : 42h00 Coefficients : 3.00 Credits : 3.00
S-U06-3082 UE FOUNDATIONS OF AUTOMATIC LEARNING: MASTERING THE FUNDAMENTAL NOTIONS OF AUTOMATIC LEARNING Hourly volume : 84h00 Coefficients : 9.00 Credits : 9.00
S-E06-3111 UCE INTRODUCTION TO IA Hourly volume : 24h00 Coefficients : 3.00 Credits : 3.00
S-E06-3112 UCE NON-LINEAR OPTIMISATION Hourly volume : 24h00 Coefficients : 3.00 Credits : 3.00
S-E06-3113 UCE SUPERVISED LEARNING Hourly volume : 36h00 Coefficients : 3.00 Credits : 3.00
S-F06-0601 UE SEMESTER 1 CLASSIC Hourly volume : Coefficients : Credits :
S-U06-3081 EU INNOVATION PROJECT 1: ANALYSING AND MANAGING AN INNOVATION PROJECT Hourly volume : 47h30 Coefficients : 6.00 Credits : 6.00
S-E06-3115 AMS PROJECT Hourly volume : 20h30 Coefficients : 3.00 Credits : 3.00
S-E06-3004 UCE PROJECT MANAGEMENT Hourly volume : 21h00 Coefficients : 2.00 Credits : 2.00
S-E06-3005 UCE COMMUNICATION Hourly volume : 06h00 Coefficients : 1.00 Credits : 1.00
S-U06-3083 ADVANCED SOFTWARE ENGINEERING (CLASSIC): DESIGNING AND ORGANISING COMPLEX SOFTWARE SOLUTIONS Hourly volume : 94h00 Coefficients : 9.00 Credits : 9.00
S-E06-3008 UCE TESTING TECHNIQUES Hourly volume : 28h30 Coefficients : 3.00 Credits : 3.00
S-E06-3009 UCE SOFTWARE DEVELOPMENT PROCESS Hourly volume : 28h30 Coefficients : 3.00 Credits : 3.00
S-E06-3010 UCE PRINCIPLES AND TOOLS FOR DEVOPS Hourly volume : 37h00 Coefficients : 3.00 Credits : 3.00
S-F06-0602 UE SEMESTER 1 SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3084 ADVANCED SOFTWARE ENGINEERING UNIT (SANDWICH COURSE): DESIGNING AND ORGANISING COMPLEX SOFTWARE SOLUTIONS Hourly volume : 105h30 Coefficients : 15.00 Credits : 6.00
S-U06-3006 BUSINESS PROJECT UNIT 1 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-E06-3012 AMS BUSINESS PROJECT 1 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-U06-3011 UE INNOVATION AND LEGAL FRAMEWORK: USING A SCIENTIFIC APPROACH TO TACKLE AN INNOVATIVE PROBLEM Hourly volume : 76h30 Coefficients : 6.00 Credits : 6.00
S-E06-3021 UCE ENGLISH (TECHNICALLY ORIENTED) Hourly volume : 34h30 Coefficients : 3.00 Credits : 3.00
S-E06-3022 UCE DATA RIGHTS AND SOFTWARE LICENCES Hourly volume : 15h00 Coefficients : 1.00 Credits : 1.00
S-E06-3023 UCE TECHNOLOGY WATCH Hourly volume : 27h00 Coefficients : 2.00 Credits : 2.00
S-U06-3093 UE REPRESENTATION AND INTERPRETATION: INTERPRETING AND EXPLOITING THE OUTPUT OF A MACHINE LEARNING MODEL Hourly volume : 78h00 Coefficients : 9.00 Credits : 9.00
S-E06-3124 UCE SYMBOLIC LEARNING Hourly volume : 24h00 Coefficients : 3.00 Credits : 3.00
S-E06-3125 UCE OF EXPLICABILITY AND INTERPRETABILITY Hourly volume : 24h00 Coefficients : 3.00 Credits : 3.00
S-E06-3126 UCE UNSUPERVISED LEARNING Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-F06-0604 UE SEMESTER 2 CLASSIC Hourly volume : Coefficients : Credits :
S-U06-3095 UE INNOVATION PROJECT 2: DESIGNING A DEMONSTRATION PROTOTYPE TO ASSESS THE POTENTIAL OF AN INNOVATION Hourly volume : 39h00 Coefficients : 6.00 Credits : 6.00
S-E06-3128 AMS PROJECT 2 Hourly volume : 39h00 Coefficients : 6.00 Credits : 6.00
S-U06-3091 UE DEEP AND STOCHASTIC LEARNING (CLASSICAL): UNDERSTANDING AND IMPLEMENTING LEARNING MODELS P Hourly volume : 114h00 Coefficients : 9.00 Credits : 9.00
S-E06-3121 UCE STOCHASTIC MODELS Hourly volume : 36h00 Coefficients : 3.00 Credits : 3.00
S-L06-9901 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits :
S-E06-3122 UCE NEURAL APPROACHES Hourly volume : 48h00 Coefficients : 3.00 Credits : 3.00
S-U06-9991 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits : 2.00
S-F06-0611 SEMESTER EQUIVALENCE UNIT S1 Hourly volume : Coefficients : Credits :
S-E06-3123 AMS APPLICATION APS Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-U06-0610 SEMESTER EQUIVALENCE UNIT S1 Hourly volume : Coefficients : 30.00 Credits : 30.00
S-F06-0603 UE SEMESTER 2 COMMON CLASSIC AND ALTERNANCE Hourly volume : Coefficients : Credits :
S-F06-0605 UE SEMESTER 2 SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3092 DEEP AND STOCHASTIC LEARNING UNIT (SANDWICH COURSE): UNDERSTANDING AND IMPLEMENTING LEARNING MODELS Hourly volume : 84h00 Coefficients : 6.00 Credits : 6.00
S-U06-3016 BUSINESS PROJECT UNIT 2 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-E06-3032 AMS BUSINESS PROJECT 2 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-U06-3021 EU PROFESSIONALISATION: MASTERING THE BUSINESS LEXICON AND ENHANCING THE VALUE OF YOUR TRAINING Hourly volume : 71h00 Coefficients : 6.00 Credits : 6.00
S-E06-3041 UCE ENGLISH (PROFESSIONALLY ORIENTED) Hourly volume : 39h00 Coefficients : 3.00 Credits : 3.00
S-E06-3042 AMS PROFESSIONAL INTEGRATION Hourly volume : 32h00 Coefficients : 3.00 Credits : 3.00
S-U06-3102 ADVANCED LEARNING COURSE: UNDERSTANDING AND APPLYING REINFORCEMENT AND GRAPH-BASED LEARNING Hourly volume : 60h00 Coefficients : 6.00 Credits : 6.00
S-E06-3131 UCE EXPLICABILITY AND INTERPRETABILITY Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-E06-3132 UCE REINFORCEMENT LEARNING Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-U06-3103 NATURAL LANGUAGE AND IMAGE PROCESSING: APPLYING LEARNING MODELS TO IMAGES AND LANGUAGE Hourly volume : 84h00 Coefficients : 9.00 Credits : 9.00
S-E06-3133 UCE LOW-CODE & NO-CODE Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-E06-3134 UCE SPEECH PROCESSING Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-E06-3135 UCE IMAGE PROCESSING Hourly volume : 24h00 Coefficients : 2.00 Credits : 3.00
S-F06-0612 SEMESTER EQUIVALENCE UNIT S2 Hourly volume : Coefficients : Credits :
S-L06-9902 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits :
S-U06-0644 SEMESTER EQUIVALENCE UNIT S2 Hourly volume : Coefficients : 30.00 Credits : 30.00
S-F06-0607 UE SEMESTER 3 CLASSIC Hourly volume : Coefficients : Credits :
S-U06-3101 BUSINESS INTELLIGENCE COURSE (CLASSIC): UNDERSTANDING AND APPLYING DATA MINING TOOLS Hourly volume : 114h00 Coefficients : 9.00 Credits : 9.00
S-U06-9992 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits : 2.00
S-F06-0606 UE SEMESTER 3 CLASSIC AND SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-E06-3091 UCE DECISION SUPPORT Hourly volume : 27h00 Coefficients : 2.00 Credits : 2.00
S-E06-3044 UCE MASSIVE DATA Hourly volume : 21h00 Coefficients : 1.00 Credits : 1.00
S-E06-3045 UCE DATA WAREHOUSES Hourly volume : 36h00 Coefficients : 3.00 Credits : 3.00
S-E06-3046 AMS APPLICATION BI Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-F06-0608 UE SEMESTER 3 SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3025 BUSINESS PROJECT UNIT 3 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-E06-3052 AMS BUSINESS PROJECT 3 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-F06-0609 UE SEMESTER 4 CLASSICAL Hourly volume : Coefficients : Credits :
S-U06-3031 EU INTERNSHIP Hourly volume : Coefficients : 30.00 Credits : 30.00
S-E06-3061 AMS STAGE Hourly volume : Coefficients : 30.00 Credits : 30.00
S-U06-3112 UE RESEARCH PROJECT FOR EXCHANGE STUDENTS Hourly volume : 30h00 Coefficients : 30.00 Credits : 30.00
S-E06-3141 UCE RESEARCH PROJECT FOR EXCHANGE STUDENTS 1 Hourly volume : 15h00 Coefficients : 15.00 Credits : 15.00
S-E06-3142 UCE RESEARCH PROJECT FOR EXCHANGE STUDENTS 2 Hourly volume : 15h00 Coefficients : 15.00 Credits : 15.00
S-F06-0610 UE SEMESTER 4 SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3111 BUSINESS INTELLIGENCE UNIT (SANDWICH COURSE): UNDERSTANDING AND APPLYING DATA MINING TOOLS Hourly volume : 114h00 Coefficients : 9.00 Credits : 9.00
S-E06-3102 UCE DECISION SUPPORT Hourly volume : 27h00 Coefficients : 2.00 Credits : 2.00
S-E06-3063 UCE MASSIVE DATA Hourly volume : 21h00 Coefficients : 1.00 Credits : 1.00
S-E06-3064 UCE DATA WAREHOUSES Hourly volume : 36h00 Coefficients : 3.00 Credits : 3.00
S-F06-0613 SEMESTER EQUIVALENCE UNIT S3 Hourly volume : Coefficients : Credits :
S-E06-3065 AMS APPLICATION BI Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-U06-0655 SEMESTER EQUIVALENCE UNIT S3 Hourly volume : Coefficients : 30.00 Credits : 30.00
S-U06-3033 BUSINESS PROJECT UNIT 4 Hourly volume : 40h00 Coefficients : 21.00 Credits : 21.00
S-E06-3066 AMS BUSINESS PROJECT 4 Hourly volume : 40h00 Coefficients : 21.00 Credits : 21.00
S-L06-9903 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits :
S-U06-9993 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits : 2.00
S-F06-0627 UE RESEARCH PROJECT FOR EXCHANGE STUDENTS Hourly volume : Coefficients : Credits :
S-F06-0614 SEMESTER EQUIVALENCE UNIT S4 Hourly volume : Coefficients : Credits :
S-U06-0662 SEMESTER EQUIVALENCE UNIT S4 Hourly volume : Coefficients : 30.00 Credits : 30.00
S-L06-9904 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits :
S-U06-9994 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits : 2.00

M2 ARTIFICIAL INTELLIGENCE (IA)

Manager: Fabrice Lefevre Voir le courriel

Manager: Fabrice Lefevre Voir le courriel

Presentation of the course : The M2 year covers more advanced notions of machine learning in S3: reinforcement learning, graph learning. It also aims to implement the techniques studied in M1 through the automatic processing of natural languages, automatic speech processing and automatic image processing. Lastly, one course is dedicated to data science: data mining, data warehouses, massive data.
Code
Courses and teaching units
Hourly volume
Coefficient
ECTS
S-F06-0600 UE SEMESTER 1 COMMON CLASSIC AND SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3001 UE INFORMATION SYSTEMS MANAGEMENT: ACQUIRING ADVANCED PRACTICES TO STEER DIGITAL SERVICES Hourly volume : 76h30 Coefficients : 6.00 Credits : 6.00
S-E06-3001 UCE ENGLISH (BUSINESS-ORIENTED) Hourly volume : 34h30 Coefficients : 3.00 Credits : 3.00
S-E06-3002 UCE PROCESS-BASED MANAGEMENT AND GOVERNANCE Hourly volume : 42h00 Coefficients : 3.00 Credits : 3.00
S-U06-3082 UE FOUNDATIONS OF AUTOMATIC LEARNING: MASTERING THE FUNDAMENTAL NOTIONS OF AUTOMATIC LEARNING Hourly volume : 84h00 Coefficients : 9.00 Credits : 9.00
S-E06-3111 UCE INTRODUCTION TO IA Hourly volume : 24h00 Coefficients : 3.00 Credits : 3.00
S-E06-3112 UCE NON-LINEAR OPTIMISATION Hourly volume : 24h00 Coefficients : 3.00 Credits : 3.00
S-E06-3113 UCE SUPERVISED LEARNING Hourly volume : 36h00 Coefficients : 3.00 Credits : 3.00
S-F06-0601 UE SEMESTER 1 CLASSIC Hourly volume : Coefficients : Credits :
S-U06-3081 EU INNOVATION PROJECT 1: ANALYSING AND MANAGING AN INNOVATION PROJECT Hourly volume : 47h30 Coefficients : 6.00 Credits : 6.00
S-E06-3115 AMS PROJECT Hourly volume : 20h30 Coefficients : 3.00 Credits : 3.00
S-E06-3004 UCE PROJECT MANAGEMENT Hourly volume : 21h00 Coefficients : 2.00 Credits : 2.00
S-E06-3005 UCE COMMUNICATION Hourly volume : 06h00 Coefficients : 1.00 Credits : 1.00
S-U06-3083 ADVANCED SOFTWARE ENGINEERING (CLASSIC): DESIGNING AND ORGANISING COMPLEX SOFTWARE SOLUTIONS Hourly volume : 94h00 Coefficients : 9.00 Credits : 9.00
S-E06-3008 UCE TESTING TECHNIQUES Hourly volume : 28h30 Coefficients : 3.00 Credits : 3.00
S-E06-3009 UCE SOFTWARE DEVELOPMENT PROCESS Hourly volume : 28h30 Coefficients : 3.00 Credits : 3.00
S-E06-3010 UCE PRINCIPLES AND TOOLS FOR DEVOPS Hourly volume : 37h00 Coefficients : 3.00 Credits : 3.00
S-F06-0602 UE SEMESTER 1 SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3084 ADVANCED SOFTWARE ENGINEERING UNIT (SANDWICH COURSE): DESIGNING AND ORGANISING COMPLEX SOFTWARE SOLUTIONS Hourly volume : 105h30 Coefficients : 15.00 Credits : 6.00
S-U06-3006 BUSINESS PROJECT UNIT 1 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-E06-3012 AMS BUSINESS PROJECT 1 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-U06-3011 UE INNOVATION AND LEGAL FRAMEWORK: USING A SCIENTIFIC APPROACH TO TACKLE AN INNOVATIVE PROBLEM Hourly volume : 76h30 Coefficients : 6.00 Credits : 6.00
S-E06-3021 UCE ENGLISH (TECHNICALLY ORIENTED) Hourly volume : 34h30 Coefficients : 3.00 Credits : 3.00
S-E06-3022 UCE DATA RIGHTS AND SOFTWARE LICENCES Hourly volume : 15h00 Coefficients : 1.00 Credits : 1.00
S-E06-3023 UCE TECHNOLOGY WATCH Hourly volume : 27h00 Coefficients : 2.00 Credits : 2.00
S-U06-3093 UE REPRESENTATION AND INTERPRETATION: INTERPRETING AND EXPLOITING THE OUTPUT OF A MACHINE LEARNING MODEL Hourly volume : 78h00 Coefficients : 9.00 Credits : 9.00
S-E06-3124 UCE SYMBOLIC LEARNING Hourly volume : 24h00 Coefficients : 3.00 Credits : 3.00
S-E06-3125 UCE OF EXPLICABILITY AND INTERPRETABILITY Hourly volume : 24h00 Coefficients : 3.00 Credits : 3.00
S-E06-3126 UCE UNSUPERVISED LEARNING Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-F06-0604 UE SEMESTER 2 CLASSIC Hourly volume : Coefficients : Credits :
S-U06-3095 UE INNOVATION PROJECT 2: DESIGNING A DEMONSTRATION PROTOTYPE TO ASSESS THE POTENTIAL OF AN INNOVATION Hourly volume : 39h00 Coefficients : 6.00 Credits : 6.00
S-E06-3128 AMS PROJECT 2 Hourly volume : 39h00 Coefficients : 6.00 Credits : 6.00
S-U06-3091 UE DEEP AND STOCHASTIC LEARNING (CLASSICAL): UNDERSTANDING AND IMPLEMENTING LEARNING MODELS P Hourly volume : 114h00 Coefficients : 9.00 Credits : 9.00
S-E06-3121 UCE STOCHASTIC MODELS Hourly volume : 36h00 Coefficients : 3.00 Credits : 3.00
S-L06-9901 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits :
S-E06-3122 UCE NEURAL APPROACHES Hourly volume : 48h00 Coefficients : 3.00 Credits : 3.00
S-U06-9991 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits : 2.00
S-F06-0611 SEMESTER EQUIVALENCE UNIT S1 Hourly volume : Coefficients : Credits :
S-E06-3123 AMS APPLICATION APS Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-U06-0610 SEMESTER EQUIVALENCE UNIT S1 Hourly volume : Coefficients : 30.00 Credits : 30.00
S-F06-0603 UE SEMESTER 2 COMMON CLASSIC AND ALTERNANCE Hourly volume : Coefficients : Credits :
S-F06-0605 UE SEMESTER 2 SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3092 DEEP AND STOCHASTIC LEARNING UNIT (SANDWICH COURSE): UNDERSTANDING AND IMPLEMENTING LEARNING MODELS Hourly volume : 84h00 Coefficients : 6.00 Credits : 6.00
S-U06-3016 BUSINESS PROJECT UNIT 2 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-E06-3032 AMS BUSINESS PROJECT 2 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-U06-3021 EU PROFESSIONALISATION: MASTERING THE BUSINESS LEXICON AND ENHANCING THE VALUE OF YOUR TRAINING Hourly volume : 71h00 Coefficients : 6.00 Credits : 6.00
S-E06-3041 UCE ENGLISH (PROFESSIONALLY ORIENTED) Hourly volume : 39h00 Coefficients : 3.00 Credits : 3.00
S-E06-3042 AMS PROFESSIONAL INTEGRATION Hourly volume : 32h00 Coefficients : 3.00 Credits : 3.00
S-U06-3102 ADVANCED LEARNING COURSE: UNDERSTANDING AND APPLYING REINFORCEMENT AND GRAPH-BASED LEARNING Hourly volume : 60h00 Coefficients : 6.00 Credits : 6.00
S-E06-3131 UCE EXPLICABILITY AND INTERPRETABILITY Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-E06-3132 UCE REINFORCEMENT LEARNING Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-U06-3103 NATURAL LANGUAGE AND IMAGE PROCESSING: APPLYING LEARNING MODELS TO IMAGES AND LANGUAGE Hourly volume : 84h00 Coefficients : 9.00 Credits : 9.00
S-E06-3133 UCE LOW-CODE & NO-CODE Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-E06-3134 UCE SPEECH PROCESSING Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-E06-3135 UCE IMAGE PROCESSING Hourly volume : 24h00 Coefficients : 2.00 Credits : 3.00
S-F06-0612 SEMESTER EQUIVALENCE UNIT S2 Hourly volume : Coefficients : Credits :
S-L06-9902 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits :
S-U06-0644 SEMESTER EQUIVALENCE UNIT S2 Hourly volume : Coefficients : 30.00 Credits : 30.00
S-F06-0607 UE SEMESTER 3 CLASSIC Hourly volume : Coefficients : Credits :
S-U06-3101 BUSINESS INTELLIGENCE COURSE (CLASSIC): UNDERSTANDING AND APPLYING DATA MINING TOOLS Hourly volume : 114h00 Coefficients : 9.00 Credits : 9.00
S-U06-9992 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits : 2.00
S-F06-0606 UE SEMESTER 3 CLASSIC AND SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-E06-3091 UCE DECISION SUPPORT Hourly volume : 27h00 Coefficients : 2.00 Credits : 2.00
S-E06-3044 UCE MASSIVE DATA Hourly volume : 21h00 Coefficients : 1.00 Credits : 1.00
S-E06-3045 UCE DATA WAREHOUSES Hourly volume : 36h00 Coefficients : 3.00 Credits : 3.00
S-E06-3046 AMS APPLICATION BI Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-F06-0608 UE SEMESTER 3 SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3025 BUSINESS PROJECT UNIT 3 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-E06-3052 AMS BUSINESS PROJECT 3 Hourly volume : 40h00 Coefficients : 9.00 Credits : 9.00
S-F06-0609 UE SEMESTER 4 CLASSICAL Hourly volume : Coefficients : Credits :
S-U06-3031 EU INTERNSHIP Hourly volume : Coefficients : 30.00 Credits : 30.00
S-E06-3061 AMS STAGE Hourly volume : Coefficients : 30.00 Credits : 30.00
S-U06-3112 UE RESEARCH PROJECT FOR EXCHANGE STUDENTS Hourly volume : 30h00 Coefficients : 30.00 Credits : 30.00
S-E06-3141 UCE RESEARCH PROJECT FOR EXCHANGE STUDENTS 1 Hourly volume : 15h00 Coefficients : 15.00 Credits : 15.00
S-E06-3142 UCE RESEARCH PROJECT FOR EXCHANGE STUDENTS 2 Hourly volume : 15h00 Coefficients : 15.00 Credits : 15.00
S-F06-0610 UE SEMESTER 4 SANDWICH COURSE Hourly volume : Coefficients : Credits :
S-U06-3111 BUSINESS INTELLIGENCE UNIT (SANDWICH COURSE): UNDERSTANDING AND APPLYING DATA MINING TOOLS Hourly volume : 114h00 Coefficients : 9.00 Credits : 9.00
S-E06-3102 UCE DECISION SUPPORT Hourly volume : 27h00 Coefficients : 2.00 Credits : 2.00
S-E06-3063 UCE MASSIVE DATA Hourly volume : 21h00 Coefficients : 1.00 Credits : 1.00
S-E06-3064 UCE DATA WAREHOUSES Hourly volume : 36h00 Coefficients : 3.00 Credits : 3.00
S-F06-0613 SEMESTER EQUIVALENCE UNIT S3 Hourly volume : Coefficients : Credits :
S-E06-3065 AMS APPLICATION BI Hourly volume : 30h00 Coefficients : 3.00 Credits : 3.00
S-U06-0655 SEMESTER EQUIVALENCE UNIT S3 Hourly volume : Coefficients : 30.00 Credits : 30.00
S-U06-3033 BUSINESS PROJECT UNIT 4 Hourly volume : 40h00 Coefficients : 21.00 Credits : 21.00
S-E06-3066 AMS BUSINESS PROJECT 4 Hourly volume : 40h00 Coefficients : 21.00 Credits : 21.00
S-L06-9903 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits :
S-U06-9993 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits : 2.00
S-F06-0627 UE RESEARCH PROJECT FOR EXCHANGE STUDENTS Hourly volume : Coefficients : Credits :
S-F06-0614 SEMESTER EQUIVALENCE UNIT S4 Hourly volume : Coefficients : Credits :
S-U06-0662 SEMESTER EQUIVALENCE UNIT S4 Hourly volume : Coefficients : 30.00 Credits : 30.00
S-L06-9904 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits :
S-U06-9994 UE OF INTERDISCIPLINARY OPENNESS Hourly volume : Coefficients : Credits : 2.00

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Graduate careers : Find out what has become of our former graduates on the Observatoire des Formations et de l'Insertion Professionnelle page: https://univ-avignon.fr/lobservatoire-de-la-formation-et-de-linsertion-professionnelle-ofip/

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Computer Science Teaching and Research Centre

Agroprac

BP 91228

84911 AVIGNON CEDEX 9

Tel: 04 90 84 35 57
write an email

Other training courses

MASTER OF COMPUTER SCIENCE - SOFTWARE ENGINEERING FOR THE DIGITAL SOCIETY (ILSEN)
MASTER OF COMPUTING - CLOUD INFRASTRUCTURES & DISTRIBUTED SYSTEMS (SYRIUS)