Minor Artificial Intelligence: Introduction to Deep Learning

Previously entitled Minor AI (Advanced): Advanced Machine Learning and Deep Learning

Coordinated by: Michel Riveill, PR Université Côte d'Azur, Polytech, I3S

FORMAT

Hybrid

LOCATION

Campus SophiaTech, Templiers + remote sessions depending on the session (see schedule)

Prerequisites

CAPACITY

24 students

ABOUT THIS MINOR

This  minor is also open to students from the SPECTRUM graduate school.

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
  • Test at the beginning of the class (25% of the final grade) - 17/11/2022
  • Test at the beginning of the class (25% of the final grade) - 8/12/2022
  • Student Project (50%)

SCHEDULE FALL 2022 (updated Sept. 26)

 
Mind the evaluation modalities and deadlines in the "Evaluation" tab above.
 
Date Time Course's title Lecturers Place
13/10/2022 9h00-10h30 An introduction to Natural Language Processing Michel Riveill Campus SophiaTech, Templiers, room O+111 (remote course for students in Nice)
10h30-12h30 TP/TD (students with computer science advanced level) Michel Riveill + Antoine Collin Campus SophiaTech, Templiers, room O+111
TP/TD (other students) Cédric Cuaz Campus SophiaTech, Templiers, room O+302
20/10/2022 8h30-9h00 Deep learning - Multi-layers perceptron Michel Riveill + 3IA PhD students Campus SophiaTech, Templiers, room O+111
9h00-10h30 Deep learning - General principles Michel Riveill Campus SophiaTech, Templiers, room O+111 (remote course for students in Nice)
10h30-12h30 TP/TD (students with computer science advanced level) Michel Riveill + Antoine Collin Campus SophiaTech, Templiers, room O+111
TP/TD (other students) Cédric Cuaz Campus SophiaTech, Templiers, room O+302
27/10/2022 9h00-10h30 Deep learning – Working with text (embedding) Michel Riveill Campus SophiaTech, Templiers, room O+111 (remote course for students in Nice)
10h30-12h30 TP/TD (students with computer science advanced level) Michel Riveill + Antoine Collin Campus SophiaTech, Templiers, room O+111
TP/TD (other students) Cédric Cuaz Campus SophiaTech, Templiers, room O+302
10/11/2022 9h00-10h30 Deep learning - Recommender Systems Michel Riveill Campus SophiaTech, Templiers, room O+111
10h30-12h30 TP/TD (students with computer science advanced level) Michel Riveill + Antoine Collin Campus SophiaTech, Templiers, room O+111
TP/TD (other students) Cédric Cuaz Campus SophiaTech, Templiers, room O+302
17/11/2022 9h00-10h30 Deep learning - Recurrent Neural Network Michel Riveill Campus SophiaTech, Templiers, room O+111
10h30-12h30 TP/TD (students with computer science advanced level) Michel Riveill + Antoine Collin Campus SophiaTech, Templiers, room O+111
TP/TD (other students) Cédric Cuaz Campus SophiaTech, Templiers, room O+302
24/11/2022 9h00-10h30 Deep learning - Convolutional Neural Network Diane Lingrand Campus SophiaTech, Templiers, room O+111
10h30-12h30 TP/TD (students with computer science advanced level) Diane Lingrand + Antoine Collin Campus SophiaTech, Templiers, room O+111
TP/TD (other students) Cédric Cuaz Campus SophiaTech, Templiers, room O+302
01/12/2022 9h00-10h30 Deep learning - Model Explainability Diane Lingrand Campus SophiaTech, Templiers, room O+111
10h30-12h30 TP/TD (students with computer science advanced level) Diane Lingrand + Antoine Collin Campus SophiaTech, Templiers, room O+111
TP/TD (other students) Cédric Cuaz Campus SophiaTech, Templiers, room O+302
08/12/2022 9h00-10h30 Deep learning - Reinforcement Learning Diane Lingrand Campus SophiaTech, Templiers, room O+111
10h30-12h30 TP/TD (students with computer science advanced level) Diane Lingrand + Antoine Collin Campus SophiaTech, Templiers, room O+111
TP/TD (other students) Cédric Cuaz Campus SophiaTech, Templiers, room O+302