learning:intro

Intro au Learning

Quelques Bons Exposés sur le Deep Learning

Cours Universitaires

Intro à TensorFlow

Programmer avec TensorFlow & Keras

Tutoriel Sympa sur Keras :
https://www.youtube.com/watch?v=O9yl9KKKoQI
Keras : https://www.tensorflow.org/guide/keras/overview (pip3 install keras)
Gym (game simulator) : https://gym.openai.com/ (pip3 install gym atari_py)
quick start colab
Deep Q Learning (DQN) avec Keras+Gym : Cart Pole Sample
- https://keon.io/deep-q-learning/
- https://medium.com/@gtnjuvin/my-journey-into-deep-q-learning-with-keras-and-gym-3e779cc12762

Atari 2600

Playing Atari with Deep Reinforcement Learning, Deepmind.com (2013).
- https://arxiv.org/pdf/1312.5602.pdf
Learning from the memory of Atari 2600 (2016).
DQN : Atari Breakout examples
Reinforcement Learning + Keras + Atari : https://github.com/rlcode/reinforcement-learning
DDQN + Genetic
- https://towardsdatascience.com/atari-reinforcement-learning-in-depth-part-1-ddqn-ceaa762a546f
- https://towardsdatascience.com/atari-solving-games-with-ai-part-2-neuroevolution-aac2ebb6c72b

About Graph

Graph Representation Learning: https://www.youtube.com/watch?v=YrhBZUtgG4E
GCN : https://towardsdatascience.com/how-to-do-deep-learning-on-graphs-with-graph-convolutional-networks-7d2250723780
https://rlgm.github.io/papers/41.pdf
Semi-Supervised Classification with Graph Convolutional Networks: https://arxiv.org/abs/1609.02907

Fun!

learning/intro.txt · Last modified: 2022/03/09 10:05 by orel