Natural Language Processing in Action, Sec...

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Beschreibung

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, youGÇÖll discover state-of-the art NLP models like BERT and HuggingFace transformers, popular open-source frameworks for chatbots, and more. As you go, youGÇÖll 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, youGÇÖll 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, youGÇÖll be ready to start tackling real-world problems with NLP.

Über den Autor

Hobson Lane is a data scientist and machine learning engineer. He has over twenty years experience building autonomous systems and NLP pipelines for both large corporations and start-ups. Currently, Hobson is an instructor at UCSD Extension and Springboard, and the CTO and cofounder of Tangible AI and [...].

Maria Dyshel is a social entrepreneur and artificial intelligence expert. She held a variety of AI research, engineering, and management roles in diverse industries, from designing and improving algorithms for autonomous vehicles, to implementing company-wide Conversational AI program in one of the world's largest pharma companies. Maria is currently the CEO and cofounder of Tangible AI.

Cole Howard and Hannes Max Hapke were authors of the first edition of Natural Language Processing in Action and their legacy lives on in the collective intelligence of the community around the book.

Inhaltsverzeichnis

table of contents

PART 1: WORDY MACHINES (VECTOR MODELS OF NATURAL LANGUAGE)

READ IN LIVEBOOK1MACHINES THAT READ AND WRITE (NLP OVERVIEW)

READ IN LIVEBOOK2TOKENS OF THOUGHT (NATURAL LANGUAGE WORDS)

READ IN LIVEBOOK3MATH WITH WORDS (TF-IDF VECTORS)

READ IN LIVEBOOK4FINDING MEANING IN WORD COUNTS (SEMANTIC ANALYSIS)

PART 2: DEEPER LEARNING (NEURAL NETWORKS)

5 BABY STEPS WITH NEURAL NETWORKS (PERCEPTRONS AND BACKPROPAGATION)

6 REASONING WITH WORD VECTORS (WORD2VEC)

7 GETTING WORDS IN ORDER WITH CONVOLUTIONAL NEURAL NETWORKS (CNNS)

8 LOOPY (RECURRENT) NEURAL NETWORKS (RNNS)

9 IMPROVING RETENTION WITH LONG SHORT-TERM MEMORY NETWORKS (LSTMS)

10 SEQUENCE TO SEQUENCE MODELS AND ATTENTION (GENERATIVE MODELS)

PART 3: GETTING REAL (REAL WORLD NLP CHALLENGES)

11 INFORMATION EXTRACTION (NAMED ENTITY EXTRACTION AND QUESTION ANSWERING)

12 GETTING CHATTY (DIALOG ENGINES)

13 SCALING UP (OPTIMIZATION, PARALLELIZATION AND BATCH POCESSING)

APPENDICES

APPENDIX A: YOUR NLP TOOLS

APPENDIX B: PLAYFUL PYTHON AND REGULAR EXPRESSIONS

APPENDIX C: VECTORS AND MATRICES (BASIC LINEAR ALGEBRA)

APPENDIX D: MACHINE LEARNING

APPENDIX E: AWS GPU

APPENDIX F: LOCALITY SENSITIVE HASHING

Details

Erscheinungsjahr:	2025
Genre:	Importe , Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Inhalt:	Kartoniert / Broschiert
ISBN-13:	9781617299445
ISBN-10:	1617299448
Sprache:	Englisch
Einband:	Kartoniert / Broschiert
Autor:	Lane, Hobson Dyshel, Maria
Auflage:	2nd edition
Hersteller:	Manning Publications
Verantwortliche Person für die EU:	Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße:	233 x 190 x 42 mm
Von/Mit:	Hobson Lane (u. a.)
Erscheinungsdatum:	25.02.2025
Gewicht:	1,248 kg