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)

Elasticsearch In Action Second Edition

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Author : Madhusudhan Konda
language : en
Publisher: Simon and Schuster
Release Date : 2024-01-02

Elasticsearch In Action Second Edition written by Madhusudhan Konda 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 2024-01-02 with Computers categories.

Build powerful, production-ready search applications using the incredible features of Elasticsearch. In Elasticsearch in Action, Second Edition you will discover: Architecture, concepts, and fundamentals of Elasticsearch Installing, configuring, and running Elasticsearch and Kibana Creating an index with custom settings Data types, mapping fundamentals, and templates Fundamentals of text analysis and working with text analyzers Indexing, deleting, and updating documents Indexing data in bulk, and reindexing and aliasing operations Learning search concepts, relevancy scores, and similarity algorithms Elasticsearch in Action, Second Edition teaches you to build scalable search applications using Elasticsearch. This completely new edition explores Elasticsearch fundamentals from the ground up. You’ll deep dive into design principles, search architectures, and Elasticsearch’s essential APIs. Every chapter is clearly illustrated with diagrams and hands-on examples. You’ll even explore real-world use cases for full text search, data visualizations, and machine learning. Plus, its comprehensive nature means you’ll keep coming back to the book as a handy reference! Foreword by Shay Banon. About the technology Create fully professional-grade search engines with Elasticsearch and Kibana! Rewritten for the latest version of Elasticsearch, this practical book explores Elasticsearch’s high-level architecture, reveals infrastructure patterns, and walks through the search and analytics capabilities of numerous Elasticsearch APIs. About the book Elasticsearch in Action, Second Edition teaches you how to add modern search features to websites and applications using Elasticsearch 8. In it, you’ll quickly progress from the basics of installation and configuring clusters, to indexing documents, advanced aggregations, and putting your servers into production. You’ll especially appreciate the mix of technical detail with techniques for designing great search experiences. What's inside Understanding search architecture Full text and term-level search queries Analytics and aggregations High-level visualizations in Kibana Configure, scale, and tune clusters About the reader For application developers comfortable with scripting and command-line applications. About the author Madhusudhan Konda is a full-stack lead engineer, architect, mentor, and conference speaker. He delivers live online training on Elasticsearch and the Elastic Stack. Table of Contents 1 Overview 2 Getting started 3 Architecture 4 Mapping 5 Working with documents 6 Indexing operations 7 Text analysis 8 Introducing search 9 Term-level search 10 Full-text searches 11 Compound queries 12 Advanced search 13 Aggregations 14 Administration 15 Performance and troubleshooting

English Language Learning In The Digital Age

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Author : Mark Dressman
language : en
Publisher: John Wiley & Sons
Release Date : 2023-02-06

English Language Learning In The Digital Age written by Mark Dressman and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-06 with Language Arts & Disciplines categories.

Provides a thorough overview of digital learning methods and their practical application in the modern language classroom English Language Learning in the Digital Age is a comprehensive introduction to the theoretical background and real-world application of IDLE (Informal Digital Learning of English). Designed for teachers and future teachers preparing to teach English as a second or other language, this highly practical guide focuses on incorporating digital technology into curricula to draw upon the extracurricular exposures to English that many students experience outside of the classroom. With some creativity and care, teachers can find ways to bring these experiences with English into the classroom, ultimately improving student learning outcomes. Offering a specific focus on examples and case studies drawn from language education in the Middle East, Asia, and Europe, this text employs a three-part structure beginning with the theories behind autonomous learning and the importance of informal language learning for young adults. Part two demonstrates various methods for integrating games, social media, e-books, language software, mobile apps, and other digital resources into the classroom. The third section addresses the use of IDLE methods to bridge the gap between informal and formal uses of English, the advantages and disadvantages of IDLE in flipped classrooms and online teaching, and how IDLE strategies can enhance mandated curricula and better prepare students for national exams. The book concludes with a brief discussion of the future of language learning and the need to include digital technologies and learner-driven strategies in education policy. This unique text: Offers practical methods for bringing informal student learning into the classroom Presents a wide range of engaging digital learning activities that can complement traditional language courses and improve language acquisition Reviews mobile apps for the translation and practice of vocabulary, grammar, and other components of language learning Provides real-life examples of how teachers can develop lessons and curricula, such as watching and making vlogs and reading transcripts of podcasts and audiobooks Includes access to a companion website containing video interviews with English learners and teaching plans reflecting TESOL Technology Standards and CEFR Reference Level Descriptors for English English Language Learning in the Digital Age is an ideal textbook for upper-level undergraduate and graduate students in the fields of language education and language acquisition, as well as teachers and teachers-in-training who are preparing to teach English in countries where English is not the primary language.

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.

Handbook Of Natural Language Processing

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Author : Nitin Indurkhya
language : en
Publisher: CRC Press
Release Date : 2010-02-22

Handbook Of Natural Language Processing written by Nitin Indurkhya and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-02-22 with Business & Economics categories.

The Handbook of Natural Language Processing, Second Edition presents practical tools and techniques for implementing natural language processing in computer systems. Along with removing outdated material, this edition updates every chapter and expands the content to include emerging areas, such as sentiment analysis.New to the Second EditionGreater

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.

Computational Models Of Natural Language Processing

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Author : Bruno G. Bara
language : en
Publisher: North Holland
Release Date : 1984

Computational Models Of Natural Language Processing written by Bruno G. Bara and has been published by North Holland this book supported file pdf, txt, epub, kindle and other format this book has been release on 1984 with Computers categories.