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Deep Reinforcement Learning in Autonomous Driving: the A3C algorithm used to make a car learn to drive in TORCS; Python 3.5, Tensorflow, tensorboard, numpy, gym-torcs, ubuntu, latex

popovicidaniela/Master-Thesis

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Deep Reinforcement Learning in Autonomous Driving

Works best with discrete actions: 4 workers, 1e-4 learning rate

Couldn't get it to work for the continuous actions space; something goes wrong with the actions it generates

The A3C idea

Image of A3C idea

Overview

Image of Overview

Architecture of the Artificial Neural Network

Image of Architecture of the ANN