Natural Language Processing In Action Second Edition

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Natural Language Processing In Action Second Edition

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Author : Hobson Lane
language : en
Publisher: Simon and Schuster
Release Date : 2025-02-25

Natural Language Processing In Action Second Edition written by Hobson Lane and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-25 with Computers categories.

Develop your NLP skills from scratch! This revised bestseller now includes coverage of the latest Python packages, Transformers, the HuggingFace packages, and chatbot frameworks.Natural Language Processing in Action has helped thousands of data scientists build machines that understand human language. In this new and revised edition, you'll discover state-of-the art NLP models like BERT and HuggingFace transformers, popular open-source frameworks for chatbots, and more. As you go, you'll create projects that can detect fake news, filter spam, and even answer your questions, all built with Python and its ecosystem of data tools. Natural Language Processing in Action, Second Edition is your guide to building software that can read and interpret human language. This new edition is updated to include the latest Python packages and comes with full coverage of cutting-edge models like BERT, GPT-J and HuggingFace transformers.In it, you'll learn to create fun and useful NLP applications such as semantic search engines that are even better than Google, chatbots that can help you write a book, and a multilingual translation program. Soon, you'll be ready to start tackling real-world problems with NLP.

Natural Language Processing In Action Second Edition

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Author : Hobson Lane
language : en
Publisher: Simon and Schuster
Release Date : 2025-02-25

Natural Language Processing In Action Second Edition written by Hobson Lane and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-25 with Computers categories.

Develop your NLP skills from scratch, with an open source toolbox of Python packages, Transformers, Hugging Face, vector databases, and your own Large Language Models. Natural Language Processing in Action, Second Edition has helped thousands of data scientists build machines that understand human language. In this new and revised edition, you’ll discover state-of-the art Natural Language Processing (NLP) models like BERT and HuggingFace transformers, popular open-source frameworks for chatbots, and more. You’ll create NLP tools that can detect fake news, filter spam, deliver exceptional search results and even build truthfulness and reasoning into Large Language Models (LLMs). In Natural Language Processing in Action, Second Edition you will learn how to: • Process, analyze, understand, and generate natural language text • Build production-quality NLP pipelines with spaCy • Build neural networks for NLP using Pytorch • BERT and GPT transformers for English composition, writing code, and even organizing your thoughts • Create chatbots and other conversational AI agents In this new and revised edition, you’ll discover state-of-the art NLP models like BERT and HuggingFace transformers, popular open-source frameworks for chatbots, and more. Plus, you’ll discover vital skills and techniques for optimizing LLMs including conversational design, and automating the “trial and error” of LLM interactions for effective and accurate results. About the technology From nearly human chatbots to ultra-personalized business reports to AI-generated email, news stories, and novels, natural language processing (NLP) has never been more powerful! Groundbreaking advances in deep learning have made high-quality open source models and powerful NLP tools like spaCy and PyTorch widely available and ready for production applications. This book is your entrance ticket—and backstage pass—into the next generation of natural language processing. About the book Natural Language Processing in Action, Second Edition introduces the foundational technologies and state-of-the-art tools you’ll need to write and publish NLP applications. You learn how to create custom models for search, translation, writing assistants, and more, without relying on big commercial foundation models. This fully updated second edition includes coverage of BERT, Hugging Face transformers, fine-tuning large language models, and more. What's inside • NLP pipelines with spaCy • Neural networks with PyTorch • BERT and GPT transformers • Conversational design for chatbots About the reader For intermediate Python programmers familiar with deep learning basics. About the author Hobson Lane is a data scientist and machine learning engineer with over twenty years of experience building autonomous systems and NLP pipelines. Maria Dyshel is a social entrepreneur and artificial intelligence expert, and the CEO and cofounder of Tangible AI. Cole Howard and Hannes Max Hapke were co-authors of the first edition.

Natural Language Processing In Action

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Author : Hannes Hapke
language : en
Publisher: Simon and Schuster
Release Date : 2019-03-16

Natural Language Processing In Action written by Hannes Hapke and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-03-16 with Computers categories.

Summary Natural Language Processing in Action is your guide to creating machines that understand human language using the power of Python with its ecosystem of packages dedicated to NLP and AI. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Recent advances in deep learning empower applications to understand text and speech with extreme accuracy. The result? Chatbots that can imitate real people, meaningful resume-to-job matches, superb predictive search, and automatically generated document summaries—all at a low cost. New techniques, along with accessible tools like Keras and TensorFlow, make professional-quality NLP easier than ever before. About the Book Natural Language Processing in Action is your guide to building machines that can read and interpret human language. In it, you'll use readily available Python packages to capture the meaning in text and react accordingly. The book expands traditional NLP approaches to include neural networks, modern deep learning algorithms, and generative techniques as you tackle real-world problems like extracting dates and names, composing text, and answering free-form questions. What's inside Some sentences in this book were written by NLP! Can you guess which ones? Working with Keras, TensorFlow, gensim, and scikit-learn Rule-based and data-based NLP Scalable pipelines About the Reader This book requires a basic understanding of deep learning and intermediate Python skills. About the Author Hobson Lane, Cole Howard, and Hannes Max Hapke are experienced NLP engineers who use these techniques in production. Table of Contents PART 1 - WORDY MACHINES Packets of thought (NLP overview) Build your vocabulary (word tokenization) Math with words (TF-IDF vectors) Finding meaning in word counts (semantic analysis) PART 2 - DEEPER LEARNING (NEURAL NETWORKS) Baby steps with neural networks (perceptrons and backpropagation) Reasoning with word vectors (Word2vec) Getting words in order with convolutional neural networks (CNNs) Loopy (recurrent) neural networks (RNNs) Improving retention with long short-term memory networks Sequence-to-sequence models and attention PART 3 - GETTING REAL (REAL-WORLD NLP CHALLENGES) Information extraction (named entity extraction and question answering) Getting chatty (dialog engines) Scaling up (optimization, parallelization, and batch processing)

Fifth Conference On Applied Natural Language Processing

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Author : Association for Computational Linguistics
language : en
Publisher:
Release Date : 1997

Fifth Conference On Applied Natural Language Processing written by Association for Computational Linguistics and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Computational linguistics categories.

Readings In Natural Language Processing

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Author : Barbara J. Grosz
language : en
Publisher: Morgan Kaufmann Publishers
Release Date : 1986

Readings In Natural Language Processing written by Barbara J. Grosz and has been published by Morgan Kaufmann Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 1986 with Computers categories.

The Language Action Approach To The Design Of Computer Support For Cooperative Work

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Author : Finn Kensing
language : en
Publisher:
Release Date : 1991

The Language Action Approach To The Design Of Computer Support For Cooperative Work written by Finn Kensing and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with Language and languages categories.

Abstract: "Over the past few years, a methodology has been proposed by Flores, Winograd and their associates, for designing computer- based support systems and the reorganization that they can bring to cooperative work. This paper describes a study using an anthropologically based technique for systematic observation and interpretation of work flow, which relates this language/action perspective to the Scandinavian approach to systems development through participatory design. Our field study in an airport operations room has demonstrated the applicability of the theoretical framework and has clarified some practical issues in applying it to analyzing and redesigning work activities."

Natural Language Processing And Information Systems

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Author :
language : en
Publisher:
Release Date : 2004

Natural Language Processing And Information Systems written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Natural language processing (Computer science) categories.

Parallel Natural Language Processing

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Author : Geert Adriaens
language : en
Publisher: Intellect Books
Release Date : 1994

Parallel Natural Language Processing written by Geert Adriaens and has been published by Intellect Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Computers categories.

Parallel processing is not only a general topic of interest for computer scientists and researchers in artificial intelligence, but it is gaining more and more attention in the community of scientists studying natural language and its processing (computational linguists, AI researchers, psychologists). The growing need to integrate large divergent bodies of knowledge in natural language processing applications, or the belief that massively parallel systems are the only ones capable of handling the complexities and subtleties of natural language, are just two examples of the reasons for this increasing interest.

Proceedings Of The Seminar On Natural Language Processing May 1990

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Author :
language : en
Publisher:
Release Date : 1990

Proceedings Of The Seminar On Natural Language Processing May 1990 written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1990 with Discourse analysis categories.

Data Structures In C Including Breadth And Laboratories

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Author : Angela B. Shiflet
language : en
Publisher: Cengage Learning
Release Date : 1995-09

Data Structures In C Including Breadth And Laboratories written by Angela B. Shiflet and has been published by Cengage Learning this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995-09 with Computers categories.

Data Structures in C++ Including Breadth and Laboratories integrates laboratory exercises, problem-solving skills, and breadth sections covering non-programming aspects of computer science into the study of data structures. An appendix on non-object-oriented features of C++ helps students froma C background get up to speed, and Chapter 4 presents the aspects of OOP in C++ that students need in studying data structures. Other aids to learning include Programming Projects, over 1,000 exercises, and numerous figures. Laboratory programs and data files, data structure implementations, and program examples from the text are available via the World Wide Web.