Machine Learning and Deep Learning in Natural Language Processing

Natural Language Processing (NLP) is a branch of artificial intelligence that focuses on generating, recognizing, and understanding human language. It examines sentence grammar and word meanings and uses algorithms to extract meaning and produce results. Machine Learning and Deep Learning in NLP aims to review current neural network techniques in the field, particularly in conversational agents, text-to-speech, and healthcare applications. NLP has the potential to be a disruptive technology in healthcare, but little attention has been devoted to this goal. This book provides examples of NLP techniques that can restore speech, detect Parkinson's disease, and help psychotherapists. It is intended for a wide audience, with useful chapters for beginners and advanced professionals.

Format: Hardback
Length: 228 pages
Publication date: 18 October 2023
Publisher: Taylor & Francis Ltd

Natural Language Processing (NLP) is a dynamic and interdisciplinary field that encompasses the generation, recognition, and understanding of human languages, both written and spoken. It is a sub-domain of Artificial Intelligence, linguistics, and computer science, drawing upon the expertise of these disciplines to unravel the complexities of human communication.

NLP systems are designed to analyze the grammatical structure of sentences and the specific meanings of words. They employ advanced algorithms to extract meaning from text and generate meaningful responses. These systems can be applied in various domains, including healthcare, where they hold immense potential for improving patient care and outcomes.

In this book, we will delve into the realm of Machine Learning and Deep Learning in Natural Language Processing. We will explore current neural network techniques used in NLP, particularly in the areas of Conversational Agents (chatbots), Text-to-Speech, management of non-literal content, such as emotions and satirical expressions, and applications in healthcare.

NLP has the power to transform healthcare by enabling speech restoration, diagnosing diseases like Parkinson's, and providing support to psychotherapists. However, despite its vast potential, NLP has received limited attention in healthcare settings. This book aims to rectify that by presenting a comprehensive overview of NLP techniques that can have a profound impact on various healthcare domains.

Whether you are a beginner in the field of NLP or an experienced professional seeking to expand your knowledge, this book offers valuable insights and practical applications. It provides a comprehensive introduction to NLP techniques for beginners, while also offering advanced chapters on managing emotion, empathy, and non-literal content.

By exploring the intersection of Machine Learning and Deep Learning with Natural Language Processing, we can unlock the full potential of this technology and improve the lives of countless individuals. So, let us embark on this journey and explore the exciting world of NLP in healthcare.

Weight: 612g
Dimension: 234 x 156 (mm)
ISBN-13: 9781032264639