An Introduction to Deep Reinforcement Learning by Vinod K Mishra

An Introduction to Deep Reinforcement Learning by Vinod K Mishra

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Summary

This book covers most of the areas of DRL with a special focus on its mathematical and algorithmic foundations. It is a useful guide for undergraduate and early graduate students to the fast-developing areas of DRL and its myriad applications.

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An Introduction to Deep Reinforcement Learning by Vinod K Mishra

The current era of artificial intelligence and machine learning (AIML) tools has transformed the workings of vast swaths of our private, working, and social lives beyond recognition. It has been found that these tools can solve many problems in better and faster ways compared to humans. AIML tools allow machines and related systems to reason and infer almost like humans, and this has deep intellectual and philosophical ramifications as well. The areas of machine learning are broadly classified into supervised, unsupervised, and deep reinforcement learning (DRL). The last one comes closest to how humans reason, and various innovations in this area have many useful applications. This book covers most of the areas of DRL, with a special focus on its mathematical and algorithmic foundations. Undergraduate and early graduate students should find it to be a good guide to the fast-developing areas of DRL and its myriad applications in both technical and social contexts.

Vinod K. Mishra received a Ph.D. in Theoretical Physics from the State University of New York (SUNY) at Stony Brook. After gaining some academic teaching and research experience, he joined Lucent Technology Bell Labs and later became a research scientist at US Army Research Laboratory. His areas of primary interest are quantum information science, artificial intelligence, and machine learning. He is the author of An Introduction to Quantum Communication and Software Defined Networks.

SKU Unavailable
ISBN 13 9781032651439
ISBN 10 1032651431
Title An Introduction to Deep Reinforcement Learning
Author Vinod K Mishra
Condition Unavailable
Binding Type Paperback
Publisher Chapman and Hall/CRC
Year published 2025-12-16
Cover note Book picture is for illustrative purposes only, actual binding, cover or edition may vary.