Introduction to transformers for NLP : with the Hugging Face library and models to solve problems / Shashank Mohan Jain.
2022
QA76.9.N38
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Details
Title
Introduction to transformers for NLP : with the Hugging Face library and models to solve problems / Shashank Mohan Jain.
Edition
[First edition].
ISBN
9781484288443 (electronic bk.)
1484288440 (electronic bk.)
9781484288436
1484288432
1484288440 (electronic bk.)
9781484288436
1484288432
Published
New York, NY : Apress, 2022.
Language
English
Description
1 online resource (169 pages) : illustrations
Item Number
10.1007/978-1-4842-8844-3 doi
Call Number
QA76.9.N38
Dewey Decimal Classification
006.3/5
Summary
Get a hands-on introduction to Transformer architecture using the Hugging Face library. This book explains how Transformers are changing the AI domain, particularly in the area of natural language processing. This book covers Transformer architecture and its relevance in natural language processing (NLP). It starts with an introduction to NLP and a progression of language models from n-grams to a Transformer-based architecture. Next, it offers some basic Transformers examples using the Google colab engine. Then, it introduces the Hugging Face ecosystem and the different libraries and models provided by it. Moving forward, it explains language models such as Google BERT with some examples before providing a deep dive into Hugging Face API using different language models to address tasks such as sentence classification, sentiment analysis, summarization, and text generation. After completing Introduction to Transformers for NLP, you will understand Transformer concepts and be able to solve problems using the Hugging Face library.
Note
Includes index.
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Access limited to authorized users.
Available in Other Form
Print version: 9781484288436
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Table of Contents
Chapter 1: Introduction to Language Models
Chapter 2: Introduction to Transformers
Chapter 3: BERT
Chapter 4: Hugging Face
Chapter 5: Tasks Using the Huggingface Library
Chapter 6: Fine-Tuning Pre-Trained Models
Appendix A: Vision Transformers.
Chapter 2: Introduction to Transformers
Chapter 3: BERT
Chapter 4: Hugging Face
Chapter 5: Tasks Using the Huggingface Library
Chapter 6: Fine-Tuning Pre-Trained Models
Appendix A: Vision Transformers.