Natural Language Processing in Action | preigu

Cover: 9781617299445 | Natural Language Processing in Action, Second Edition | Lane (u. a.)

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Sprache: Englisch

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Beschreibung

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

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:	2023
Medium:	Taschenbuch
Inhalt:	Kartoniert / Broschiert
ISBN-13:	9781617299445
ISBN-10:	1617299448
Sprache:	Englisch
Einband:	Kartoniert / Broschiert
Autor:	Lane, Hobson Dyshel, Maria
Auflage:	2 ed
Hersteller:	Manning Publications
Verantwortliche Person für die EU:	preigu GmbH & Co. KG, Lengericher Landstr. 19, D-49078 Osnabrück, mail@preigu.de
Maße:	235 x 187 x 35 mm
Von/Mit:	Hobson Lane (u. a.)
Erscheinungsdatum:	06.12.2023
Gewicht:	0,658 kg

Artikel-ID: 132465828

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