Hagiwara M. - Real-World Natural Language Processing [2021, PDF, ENG] torrent

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Real-World Natural Language Processing

Год издания: 2021
Автор: Hagiwara M.

Издательство: Manning
ISBN: 978-1617296420
Язык: Английский

Формат: PDF
Качество: Издательский макет или текст (eBook)
Интерактивное оглавление: Да
Количество страниц: 337

Описание: 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, you’ll create many interesting applications including a sentiment analyzer and a chatbot. Along the way, you’ll use Python and open source libraries like AllenNLP and HuggingFace Transformers to speed up your development process.
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[spoiler="Оглавление"]
preface xi
acknowledgments xiii
about this book xiv
about the author xvii
about the cover illustration xviii
PART 1 BASICS 1
1 Introduction to natural language processing 3
2 Your first NLP application 26
3 Word and document embeddings 49
4 Sentence classification 80
5 Sequential labeling and language modeling 112
PART 2 ADVANCED MODELS 139
6 Sequence-to-sequence models 141
7 Convolutional neural networks 171
8 Attention and Transformer 184
9 Transfer learning with pretrained language models 218
PART 3 PUTTING INTO PRODUCTION 253
10 Best practices in developing NLP applications 255
11 Deploying and serving NLP applications 280
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