Minor Advanced AI: Advanced Machine Learning and Deep Learning

COORDINATOR

FORMAT / LOCATION

  • Campus SophiaTech
  • Campus Valrose
  • Remote courses

Prerequisites

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

PhD students for TP/TD supervision

Prerequisites
Bibliography
  • 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 session
9h00-10h30 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)