Título: Real-World Natural Language Processing
Autor: Masato Hagiwara
Sinopse: Real-world Natural Language Processing shows you how to build the practical NLP applications that are transforming the way humans and computers work together. In Real-world Natural Language Processing you will learn how to: Design, develop, and deploy useful NLP applications Create named entity taggers Build machine translation systems Construct language generation systems and chatbots Use advanced NLP concepts such as attention and transfer learning Real-world Natural Language Processing teaches you how to create practical NLP applications without getting bogged down in complex language theory and the mathematics of deep learning. In this engaging book, youll explore the core tools and techniques required to build a huge range of powerful NLP apps, including chatbots, language detectors, and text classifiers. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Training computers to interpret and generate speech and text is a monumental challenge, and the payoff for reducing labor and improving human/computer interaction is huge! Th e field of Natural Language Processing (NLP) is advancing rapidly, with countless new tools and practices. This unique book offers an innovative collection of NLP techniques with applications in machine translation, voice assistants, text generation, and more. About the book Real-world Natural Language Processing shows you how to build the practical NLP applications that are transforming the way humans and computers work together. Guided by clear explanations of each core NLP topic, youll create many interesting applications including a sentiment analyzer and a chatbot. Along the way, youll use Python and open source libraries like AllenNLP and HuggingFace Transformers to speed up your development process. What's inside Design, develop, and deploy useful NLP applications Create named entity taggers Build machine translation systems Construct language generation systems and chatbots About the reader For Python programmers. No prior machine learning knowledge assumed. About the author Masato Hagiwara received his computer science PhD from Nagoya University in 2009. He has interned at Google and Microsoft Research, and worked at Duolingo as a Senior Machine Learning Engineer. He now runs his own research and consulting company. Table of Contents PART 1 BASICS 1 Introduction to natural language processing 2 Your first NLP application 3 Word and document embeddings 4 Sentence classification 5 Sequential labeling and language modeling PART 2 ADVANCED MODELS 6 Sequence-to-sequence models 7 Convolutional neural networks 8 Attention and Transformer 9 Transfer learning with pretrained language models PART 3 PUTTING INTO PRODUCTION 10 Best practices in developing NLP applications 11 Deploying and serving NLP applications
Contexto da obra
Quando a classificação é mais ampla, o contexto do livro costuma depender ainda mais de autoria, tema e edição. “Real-World Natural Language Processing”, de Masato Hagiwara, publicado pela editora Simon and Schuster, em 2021 e com 334 páginas, integra a categoria Livros Variados. Por isso, autoria, edição e tema acabam tendo ainda mais peso na forma de apresentar o livro.
Editora: Simon and Schuster
Páginas: 334
Ano: 2021
Edição:
Linguagem: English
ISBN: 1638350396
ISBN13: 9781638350392
Sobre a editora
Os livros da editora Simon and Schuster oferecem uma experiência de leitura que varia entre narrativas densas e envolventes, como histórias de guerra e suspense político, e obras mais acessíveis, incluindo literatura infantil ilustrada e guias práticos. O catálogo sugere uma presença significativa de títulos que exploram temas históricos, biográficos e culturais, com um tom que pode ir do didático ao emocional, passando por investigações detalhadas e relatos de sobrevivência. Há também espaço para obras que combinam informação técnica com apelo visual, como livros de receitas e guias ilustrados, além de literatura fantástica e juvenil com ritmo ágil e linguagem simples. Essa diversidade editorial permite que o leitor navegue por títulos que vão do relato factual ao imaginativo, do mais narrativo ao informativo, sempre com atenção à qualidade da pesquisa e à clareza na exposição.
