Introduction to transformers for NLP : with the Hugging Face library and models to solve problems / Shashank Mohan Jain.
Jain, Shashank Mohan, author.
2022
QA76.9.N38
Available Online

Linked e-resources

Linked Resource Online Access
Concurrent users Unlimited
Authorized users Authorized users
Document Delivery Supplied Can lend chapters, not whole ebooks

Details

Title Introduction to transformers for NLP : with the Hugging Face library and models to solve problems / Shashank Mohan Jain.
Author Jain, Shashank Mohan, author.
Edition [First edition].
ISBN 9781484288443 (electronic bk.)
1484288440 (electronic bk.)
9781484288436
1484288432
DOI https://doi.org/10.1007/978-1-4842-8844-3
Published New York, NY : Apress, 2022.
Language English
Description 1 online resource (169 pages) : illustrations
Other Standard Identifiers 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.
Access Note Access limited to authorized users.
Available in Other Form Print version: 9781484288436
Linked Resources Online Access
Record Appears in Online Resources > Ebooks
All Resources
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.

Browse Subjects

Show more subjects...

Statistics

from
to
Export