Program

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  07-01 07-02 07-03 07-04 07-05
  MONDAY TUESDAY WEDNESDAY THURSDAY FRIDAY
           
09:00 Registration Stochastic Bandits
Emilie Kaufmann
Slides
MDP
Bruno Scherrer
Slides
Introduction RL
Olivier Pietquin
Slides
Policy Gradient
Matteo Pirotta
Slides
10:30 Opening remarks Coffee Break Coffee Break Coffee Break Coffee Break
10:45 Basic Statistics
Guillaume Obozinski
Slides on Concentration inequalities
Structured Bandits
Odalric-Ambrym Maillard
Slides
MDP
Bruno Scherrer
Slides
Introduction RL
Olivier Pietquin
Slides
Policy Gradient
Matteo Pirotta
Slides
12:15 Lunch Break Lunch Break Lunch Break Lunch Break Lunch Break
14:00 Basic Statistics
Guillaume Obozinski
Slides on Markov chains
Slides on Supervised learning
Healthcare
Audrey Durand
Slides
Rec. Systems
Jérémie Mary
Slides
Energy
Gabriel Dulac-Arnold
Slides
RL Good practice
Vincent François-Lavet
Slides
15:00 Coffee Break Coffee Break Coffee Break Coffee Break
15:30 Coffee Break Practical Session Bandits

Solutions:
Colab
Notebook
Practical Session
Rec. Systems

(.zip)

Solutions
Neural Networks
Ludovic Denoyer
Practical Session RL

Solutions
16:00 Stochastic Bandits
Emilie Kaufmann
Slides
18:00 Welcoming cocktail
18:30     Dinner at Couvent des Minimes  
  07-08 07-09 07-10 07-11 07-12
  MONDAY TUESDAY WEDNESDAY THURSDAY FRIDAY
           
09:00 Structured Bandits
Odalric-Ambrym Maillard
Slides
Exploration
Alessandro Lazaric
Slides on RL
Safe RL
Felix Berkenkamp
Slides
MCTS
Tristan Cazenave
Slides
Final Project
Max Lapan
10:30 Coffee Break Coffee Break Coffee Break Coffee Break Coffee Break
10:45 Bandits for Optimization
Emilie Kaufmann
Slides
Exploration
Alessandro Lazaric
Slides on DRL
Learning without a Reward
Bilal Piot
Multi-agent
Marc Lanctot
Slides
Final Project
Max Lapan
12:15 Lunch Break Lunch Break Lunch Break Lunch Break Lunch Break
14:00 Video Games
Oriol Vinyals
Language
Florian Strub
Slides
Practical Session DRL 2

Solutions

Practical Session DRL 3

Solutions

 

Neuroscience
Eleni Vasilaki
Slides
Final Project
Max Lapan
15:00 Advanced Deep RL
Matteo Hessel
Slides
Coffee Break Coffee Break Coffee Break
15:30 Practical Session DRL 1

Solutions
Robotics
Gerhard Neumann
Slides
Final Project
Max Lapan
16:30 Coffee Break Final Project
Max Lapan

1. Intro
2. TextWorld

3. MiniWoB:
standalone
colab

17:00 Advanced Deep RL
Matteo Hessel
Slides
Coffee Break
17:30 Final Project
Max Lapan


Slides
18:30   Dinner and Party at Gare St. Sauveur Poster Session    

All materials for the Practical Sessions can be found here.

The final project is managed and taught by Max Lapan, the author of:

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