References used in this project
Machine and Deep Learning
Reinforcement Learning theory
- A Brief Survey of Deep Reinforcement Learning
- Toward Self-Driving Bicycles Using State-of-the-Art Deep Reinforcement Learning Algorithms
- A Beginner’s Guide to Deep Reinforcement Learning
- Hallucinogenic Deep Reinforcement Learning Using Python and Keras
- Deep Reinforcement Learning: An Overview
- Reinforcemente Learning edx course
- Reinforcement Q-Learning from Scratch in Python with OpenAI Gym.
- Google X’s Deep Reinforcement Learning in Robotics using Vision.
- Aprendizaje por Refuerzo: Procesos de Decisión de Markov — Parte 1
- Aprendizaje por Refuerzo: Procesos de Decisión de Markov — Parte 2
- Reinforcement Learning tutorial with TensorFlow
- Q-Learning and DQN.
-
[RL and DQN. Learning play from pixels]{https://rubenfiszel.github.io/posts/rl4j/2016-08-24-Reinforcement-Learning-and-DQN.html}
- Simple reinforcement learning methods to learn CartPole
- Amazon Warehouse using Reinforcement Learning
Methods
- DQN. Pong from pixels
- RL — DQN Deep Q-network
- Playing CartPole through Asynchronous Advantage Actor Critic (A3C)
- Aprendizaje por refuerzo: algoritmo Q Learning.