Beginning Deep Learning with TensorFlow: Work with Keras, MNIST Data Sets, and Advanced Neural Networks

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2022

L. Long, X. ZengBeginning Deep Learning with TensorFlowhttps://doi.org/10.1007/978-1-4842-7915-1_14

14. Reinforcement Learning

Xiangming Zeng¹   and Liangqu Long²

(1)

State College, PA, USA

(2)

Shenzhen, Guangdong, China

 

Artificial intelligence = deep learning + reinforcement learning

—David Silver

Reinforcement learning is another field of machine learning besides supervised learning and unsupervised learning. It mainly uses agents to interact with the environment in order to learn strategies that can achieve good results. Different from supervised learning, the action of reinforcement learning does not have clear label information. It only has the reward information ...