Deep Reinforcement Learning: An Overview

no code implementations • 23 Jun 2018 • Seyed Sajad Mousavi, Michael Schukat, Enda Howley

In recent years, a specific machine learning method called deep learning has gained huge attraction, as it has obtained astonishing results in broad applications such as pattern recognition, speech recognition, computer vision, and natural language processing.

BIG-bench Machine Learning reinforcement-learning +3

Traffic Light Control Using Deep Policy-Gradient and Value-Function Based Reinforcement Learning

no code implementations • 28 Apr 2017 • Seyed Sajad Mousavi, Michael Schukat, Enda Howley

Recent advances in combining deep neural network architectures with reinforcement learning techniques have shown promising potential results in solving complex control problems with high dimensional state and action spaces.

reinforcement-learning Reinforcement Learning (RL)