COORDINATOR
- Michel Riveill, PR Université Côte d'Azur, Polytech, I3S
FORMAT / LOCATION
- Campus SophiaTech
- Campus Valrose
- Remote courses
Prerequisites
- Scientific Bachelor
- Python programming
- Prerequisites and main concepts of Minor AI Introduction
CAPACITY
24 students
ABOUT THIS MINOR
This minor is also open to students from the LIFE and SPECTRUM graduate schools.
- Summary
-
LEARNING OUTCOMES
- Know the principles of Deep Learning (neural network)
- Know how to build models based on neural networks to process structured data, images or text
- Lecturers
-
- Diane Lingrand (MC Université Côte d'Azur, Polytech, I3S)
- Michel Riveill (PR Université Côte d'Azur, Polytech, I3S)
PhD students for TP/TD supervision
- Prerequisites
- Bibliography
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- Statistics and Machine Learning in Python. Edouard Duchesnay, Tommy Löfstedt (presents Python language for machine learning)
- Python Machine Learning. Sebastian Raschka
- Hands-on machine learning with Scikit-Learn and TensorFlow: concepts, tools, and techniques to build intelligent. A. Géron. O’Reilly (practical)
- Data science : fondamentaux et études de cas: Machine learning avec Python et R. M. Lutz, E. Biernat. Editions Eyrolles (In French, introduction level but requires some maths background
- Evaluation
-
- QCM on the course (50%)
- Student Project (50%)
SCHEDULE
- Autumn 2021 (updated Oct 6th)
- Each session includes a 60-90 min course and a 2-hour tutored session.
Date
Time slot
Course title
Lecturer Room Oct 14 8h30-9h00 Course goals and outline (shared with minor Intro to AI) Michel Riveill Students from minor "Advanced AI" @Sophia: go to room O+109 (Templiers 1, Campus SophiaTech)
Students from minor "Advanced AI" @Nice: remote session9h00-10h30 An introduction to Natural Language Processing Michel Riveill O+109 (Templiers 1, Campus SophiaTech) - Remote course for students in Nice 10h30-12h30 TP/TD (advanced level) Michel Riveill + Antoine Collin O+109 (Templiers 1, Campus SophiaTech) TP/TD (intermediate level) Cédric Cuaz O+110 (Templiers 1, Campus SophiaTech)
Oct 21 9h00-10h30 Deep learning – General principles Michel Riveill O+109 (Templiers 1, Campus SophiaTech) - Remote course for students in Nice 10h30-12h30 TP/TD (advanced level) Michel Riveill + Antoine Collin O+109 (Templiers 1, Campus SophiaTech) TP/TD (intermediate level) Cédric Cuaz O+110 (Templiers 1, Campus SophiaTech) Oct 28 9h00-10h30 Deep learning - Multi-Layers perceptron Michel Riveill O+109 (Templiers 1, Campus SophiaTech) - Remote course for students in Nice 10h30-12h30 TP/TD (advanced level) Michel Riveill + Antoine Collin O+109 (Templiers 1, Campus SophiaTech) TP/TD (intermediate level) Cédric Cuaz O+110 (Templiers 1, Campus SophiaTech) Nov 18 9h00-10h30 Deep learning - Recommender Systems Michel Riveill O+109 (Templiers 1, Campus SophiaTech) - Remote course for students in Nice 10h30-12h30 TP/TD (advanced level) Michel Riveill + Antoine Collin O+109 (Templiers 1, Campus SophiaTech) TP/TD (intermediate level) Cédric Cuaz O+110 (Templiers 1, Campus SophiaTech) Nov 25 9h00-10h30 Deep learning - Recurrent Neural Network Michel Riveill O+109 (Templiers 1, Campus SophiaTech) - Remote course for students in Nice 10h30-12h30 TP/TD (advanced level) Michel Riveill + Antoine Collin O+109 (Templiers 1, Campus SophiaTech) TP/TD (intermediate level) Cédric Cuaz O+110 (Templiers 1, Campus SophiaTech) Dec 2 9h00-10h30 Deep learning - Convolutional Neural Network Diane Lingrand O+109 (Templiers 1, Campus SophiaTech) - Remote course for students in Nice 10h30-12h30 TP/TD (advanced level) Diane Lingrand + Antoine Collin O+109 (Templiers 1, Campus SophiaTech) TP/TD (intermediate level) Cédric Cuaz O+110 (Templiers 1, Campus SophiaTech) Dec 9 9h00-10h30 Deep learning – Model Explainability Diane Lingrand O+109 (Templiers 1, Campus SophiaTech) - Remote course for students in Nice 10h30-12h30 TP/TD (advanced level) Diane Lingrand + Antoine Collin O+109 (Templiers 1, Campus SophiaTech) TP/TD (intermediate level) Cédric Cuaz O+110 (Templiers 1, Campus SophiaTech) Dec 16 9h00-10h30 Deep learning - Reinforcement Learning Diane Lingrand O+109 (Templiers 1, Campus SophiaTech) - Remote course for students in Nice 10h30-12h30 TP/TD (advanced level) Diane Lingrand + Antoine Collin O+109 (Templiers 1, Campus SophiaTech) TP/TD (intermediate level) Cédric Cuaz O+110 (Templiers 1, Campus SophiaTech)