درجة مهندس : الذكاء الإصطناعي و علوم البيانات
السنة الأولى
السداسي الأول
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 1.1 | 225h | 15h | 6h | 6h | 3h | 0 | 7 | 15 | ||
| Foundational Mathematics | 135h | 9h | 4h30 | 4h30 | 4 | 9 | 40% | 60% | ||
| Data Structures and Algorithms 1 | 90h | 6h | 1h30 | 1h30 | 3h | 3 | 6 | 40% | 60% | |
| UE Methodologiques 1.1 | 45h | 3h | 1h30 | 1h30 | 0 | 0 | 3 | 4 | ||
| Digital Systems | 45h | 3h | 1h30 | 1h30 | 3 | 4 | 40% | 60% | ||
| UE Découvertes 1.1 | 45h | 3h | 1h30 | 0 | 1h30 | 0 | 2 | 4 | ||
| Information Technology Essentials | 45h | 3h | 1h30 | 1h30 | 2 | 4 | 40% | 60% | ||
| UE Transversales 1.1 | 67h30 | 4h30 | 0h45 | 3h45 | 0 | 0 | 2 | 7 | ||
| English 1 | 45h | 3h | 3h | 1 | 4 | 40% | 60% | |||
| Critical Thinking and Creativity Skills | 22h30 | 1h30 | 0h45 | 0h45 | 1 | 3 | 40% | 60% | ||
| Sous-Total par Semaine | 25h30 | 9h45 | 11h15 | 4h30 | 0 | 14 | 30 | |||
| Total Semestre 1 (15 Semaines) | 382h30 | 146h15 | 168h45 | 67h30 | 0 | |||||
السداسي الثاني
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 2.1 | 135h | 9h | 3h | 1h30 | 4h30 | 0 | 7 | 12 | ||
| Object Oriented Programming | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 4 | 6 | 40% | 60% | |
| Introduction to Linux | 67h30 | 4h30 | 1h30 | 3h | 3 | 6 | 40% | 60% | ||
| UE Methodologiques 2.1 | 225h | 15h | 7h30 | 7h30 | 0 | 0 | 10 | 15 | ||
| Linear Algebra | 90h | 6h | 3h | 3h | 4 | 6 | 40% | 60% | ||
| Mathematical Analysis 1 | 90h | 6h | 3h | 3h | 3 | 6 | 40% | 60% | ||
| Introduction to Statistics | 45h | 3h | 1h30 | 1h30 | 3 | 3 | 40% | 60% | ||
| UE Transversales 2.1 | 45h | 3h | 0 | 3h | 0 | 0 | 1 | 3 | ||
| English 2 | 45h | 3h | 3h | 1 | 3 | 40% | 60% | |||
| Sous-Total par Semaine | 27h | 10h30 | 12h | 4h30 | 0 | 18 | 30 | |||
| Total Semestre 2 (15 Semaines) | 405h | 157h30 | 180 | 67h30 | 0 | |||||
السنة الثانية
السداسي الثالث
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 3.1 | 180h | 12h | 4h30 | 6h | 1h30 | 0 | 9 | 14 | ||
| Data Structures and Algorithms 2 | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 4 | 5 | 40% | 60% | |
| Mathematical Logic | 45h | 3h | 1h30 | 1h30 | 2 | 4 | 40% | 60% | ||
| Mathematical Analysis 2 | 67h30 | 4h30 | 1h30 | 3h | 3 | 5 | 40% | 60% | ||
| UE Methodologiques 3.1 | 180h | 12h | 4h30 | 3h | 4h30 | 0 | 7 | 15 | ||
| Databases | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 3 | 5 | 40% | 60% | |
| Probability | 45h | 3h | 1h30 | 1h30 | 2 | 4 | 40% | 60% | ||
| Web Development | 67h30 | 4h30 | 1h30 | 3h | 2 | 6 | 40% | 60% | ||
| UE Transversales 3.1 | 22h30 | 1h30 | 1h30 | 0 | 0 | 0 | 1 | 1 | ||
| Introduction to Business | 22h30 | 1h30 | 1h30 | 1 | 1 | 40% | 60% | |||
| Sous-Total par Semaine | 25h30 | 10h30 | 9h | 6h | 0 | 17 | 30 | |||
| Total Semestre 1 (15 Semaines) | 382h30 | 157h30 | 135h | 90h | 0 | |||||
السداسي الرابع
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 4.1 | 180h | 12h | 4h30 | 4h30 | 3h | 0 | 9 | 14 | ||
| Theory of Computing | 45h | 3h | 1h30 | 1h30 | 3 | 4 | 40% | 60% | ||
| Operating Systems | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 3 | 5 | 40% | 60% | |
| Computer Architecture | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 3 | 5 | 40% | 60% | |
| UE Methodologiques 4.1 | 180h | 12h | 6h | 4h30 | 1h30 | 0 | 9 | 14 | ||
| Statistical Inference | 45h | 3h | 1h30 | 1h30 | 3 | 4 | 40% | 60% | ||
| Introduction to AI | 90h | 6h | 3h | 1h30 | 1h30 | 4 | 6 | 40% | 60% | |
| Mathematical Analysis 3 | 45h | 3h | 1h30 | 1h30 | 2 | 4 | 40% | 60% | ||
| UE Découvertes 4.1 | 22h30 | 1h30 | 0 | 0 | 1h30 | 0 | 1 | 2 | ||
| Electronic Circuits Labs | 22h30 | 1h30 | 1h30 | 1 | 2 | 40% | 60% | |||
| Sous-Total par Semaine | 25h30 | 10h30 | 9h | 6h | 0 | 19 | 30 | |||
| Total Semestre 2 (15 Semaines) | 382h30 | 157h30 | 135 | 90h | 0 | |||||
السنة الثالثة
الفصل الخامس
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 5.1 | 112h30 | 7h30 | 3h | 1h30 | 3h | 0 | 7 | 9 | ||
| Data Mining | 67h30 | 4h30 | 1h30 | 3h | 4 | 5 | 40% | 60% | ||
| Operations Research | 45h | 3h | 1h30 | 1h30 | 3 | 4 | 40% | 60% | ||
| UE Methodologiques 5.1 | 195h | 13h | 5h | 4h30 | 3h30 | 0 | 9 | 15 | ||
| Stochastic Modelling and Simulation | 60h | 4h | 2h | 1h30 | 0h30 | 3 | 5 | 40% | 60% | |
| Software Engineering | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 3 | 5 | 40% | 60% | |
| Networks and Protocols | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 3 | 5 | 40% | 60% | |
| UE Transversales 5.1 | 101h15 | 6h45 | 3h | 0h45 | 3h | 0 | 3 | 6 | ||
| Mobile Development | 67h30 | 4h30 | 1h30 | 3h | 2 | 5 | 40% | 60% | ||
| Entrepreneurship and Innovation | 33h45 | 2h15 | 1h30 | 0h45 | 1 | 1 | 40% | 60% | ||
| Sous-Total par Semaine | 27h15 | 11h | 6h45 | 9h30 | 0 | 19 | 30 | |||
| Total Semestre 1 (15 Semaines) | 408h45 | 165h | 101h15 | 142h30 | 0 | |||||
الفصل السادس
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 6.1 | 172h30 | 11h30 | 5h | 3h | 3h30 | 0 | 7 | 11 | ||
| Machine Learning | 112h30 | 7h30 | 3h | 1h30 | 3h | 4 | 6 | 40% | 60% | |
| Numerical Methods and Optimisation | 60h | 4h | 2h | 1h30 | 0h30 | 3 | 5 | 40% | 60% | |
| UE Methodologiques 6.1 | 187h30 | 14 | 4h30 | 4h30 | 5h | 3h | 11 | 17 | ||
| Time Series Analysis and Classification | 52h30 | 3h30 | 1h30 | 1h30 | 0h30 | 3 | 5 | 40% | 60% | |
| Advanced Databases | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 3 | 5 | 40% | 60% | |
| Computer and network Security | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 3 | 5 | 40% | 60% | |
| Group-Project | 22h30 | 1h30 | 1h30 | 3h | 2 | 2 | 100% | |||
| UE Transversales 6.1 | 30h | 2h | 1h30 | 0h30 | 0 | 0 | 1 | 2 | ||
| Project Management Project Management | 30h | 2h | 1h30 | 0h30 | 1 | 2 | 40% | 60% | ||
| Sous-Total par Semaine | 27h30 | 11h | 8h | 8h30 | 3h | 19 | 30 | |||
| Total Semestre 2 (15 Semaines) | 412h30 | 165h | 120h | 127h30 | 45h | |||||
السنة الرابعة
الفصل السابع
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 7.1 | 157h30 | 10h30 | 4h30 | 0 | 6h | 0 | 8 | 11 | ||
| Natural Language Processing | 90h | 6h | 3h | 3h | 4 | 6 | 40% | 60% | ||
| Deep Learning | 67h30 | 4h30 | 1h30 | 3h | 4 | 5 | 40% | 60% | ||
| UE Methodologiques 7.1 | 180h | 12h | 4h30 | 3h | 4h30 | 3h | 9 | 15 | ||
| Human Computer Interaction | 45h | 3h | 1h30 | 1h30 | 2 | 3 | 40% | 60% | ||
| Wireless Communication Networks and Systems | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 3 | 5 | 40% | 60% | |
| Introduction to Mobile Robotics | 67h30 | 4h30 | 1h30 | 1h30 | 1h30 | 2 | 5 | 40% | 60% | |
| Internship Project | 0 | 0 | 3h | 2 | 2 | 100% | ||||
| UE Découvertes 7.1 | 22h30 | 1h30 | 1h30 | 0 | 0 | 0 | 1 | 1 | ||
| AI and Ethics | 22h30 | 1h30 | 1h30 | 1 | 1 | 40% | 60% | |||
| UE Transversales 7.1 | 22h30 | 1h30 | 1h30 | 0 | 0 | 0 | 2 | 3 | ||
| Selected topics in AI-Technology | 45h | 3h | 1h30 | 1h30 | 2 | 3 | 40% | 60% | ||
| Sous-Total par Semaine | 27h | 12h | 4h30 | 10h30 | 3h | 20 | 30 | |||
| Total Semestre 1 (15 Semaines) | 405h | 180h | 67h30 | 157h30 | 45h | |||||
الفصل الثامن
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 8.1 | 225h | 15h | 7h30 | 0 | 7h30 | 0 | 10 | 16 | ||
| Computer Vision | 90h | 6h | 3h | 3h | 4 | 6 | 40% | 60% | ||
| Big Data Analytics and Visualization | 90h | 6h | 3h | 3h | 3 | 6 | 40% | 60% | ||
| Reinforcement Learning | 45h | 3h | 1h30 | 1h30 | 3 | 4 | 40% | 60% | ||
| UE Methodologiques 8.1 | 90h | 6h | 3h | 0 | 3h | 0 | 5 | 8 | ||
| Speech Processing | 45h | 3h | 1h30 | 1h30 | 3 | 4 | 40% | 60% | ||
| High Performance Computing | 45h | 3h | 1h30 | 1h30 | 2 | 4 | 40% | 60% | ||
| UE Découvertes 8.1 | 45h | 3h | 1h30 | 0 | 1h30 | 0 | 2 | 4 | ||
| Enterprise Computing | 45h | 3h | 1h30 | 1h30 | 2 | 4 | 40% | 60% | ||
| UE Transversales 8.1 | 22h30 | 1h30 | 1h30 | 0 | 0 | 0 | 1 | 2 | ||
| Academic Communication and Research | 22h30 | 1h30 | 1h30 | 1 | 2 | 40% | 60% | |||
| Sous-Total par Semaine | 25h30 | 13h30 | 0 | 12h | 0 | 18 | 30 | |||
| Total Semestre 2 (15 Semaines) | 382h30 | 202h30 | 0 | 180 | 0 | |||||
السنة الخامسة
الفصل الخامس
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 9.1 | 0 | 0 | 0 | 0 | 0 | 25h | 1 | 30 | ||
| Final Year Project | 0 | 25h | 1 | 30 | 100% | |||||
| Sous-Total par Semaine | 0 | 0 | 0 | 0 | 25h | 1 | 30 | |||
| Total Semestre 1 (15 Semaines) | 0 | 0 | 0 | 0 | 375h | |||||
الفصل العاشر
| Unité d’Enseignement | VHS C/TD/TP | VHH Total C/TD/TP | V.H. Hebdomadaire | Coef | Crédits | Mode d’évaluation | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| C | TD | TP | Travail Personnel | Continu | Examen | |||||
| UE Fondamentales 9.1 | 0 | 0 | 0 | 0 | 0 | 25h | 1 | 30 | ||
| Final Year Project | 0 | 25h | 1 | 30 | 100% | |||||
| Sous-Total par Semaine | 0 | 0 | 0 | 0 | 25h | 1 | 30 | |||
| Total Semestre 1 (15 Semaines) | 0 | 0 | 0 | 0 | 375h | |||||