Reinforcement Learning Methods in Speech and Language Technology

Name: Reinforcement Learning Methods in Speech and Language Technology
Brand: Springer, Berlin
SKU: 9783031537196
Price: 479.99 RON
Availability: InStock

Autor: Baihan Lin

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Legare: Copertă tare

Editura: Springer, Berlin

Disponibilitate: În depozitul extern

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479.99 lei

This book offers a comprehensive guide to reinforcement learning (RL) and bandits for speech and lan...

Informații despre carte

Autor

Baihan Lin

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2024

Pagini

220

EAN

9783031537196

Enbook ID

44683939

Editura

Springer, Berlin

Greutate

444

Dimensiuni

155 x 235

Descriere completă

This book offers a comprehensive guide to reinforcement learning (RL) and bandits for speech and language technology. The book first provides an overview of RL and bandit methods and their applications to various speech and language tasks. The author then covers essential topics such as the formulations for speech and language tasks into RL problems, RL-based solutions in automatic speech recognition, speaker recognition, diarization, natural language understanding, text-to-speech synthesis, natural language generation, and conversational recommendation systems. The book also presents emerging strategies in RL methods, along with open questions and challenges in RL-based speech and language technology. With a focus on real-world applications, the book provides step-by-step guidance on how to use RL and bandit methods to solve problems in speech and language technology. The book also includes case studies and practical tips to help readers apply RL and bandit methods to their own projects. The book is a timely resource for speech and language researchers, engineers, students, and practitioners who are interested in learning how RL methods can improve the performance of speech and language systems and provide new interactive learning paradigms from an interface design point of view.

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Reinforcement Learning Methods in Speech and Language Technology

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