Introduction to Transformers for NLP: With the Hugging Face Library and Models to Solve Problems - Softcover

Jain, Shashank Mohan

 
9781484288436: Introduction to Transformers for NLP: With the Hugging Face Library and Models to Solve Problems
Softcover
ISBN 10: 1484288432 ISBN 13: 9781484288436
Verlag: Apress, 2022

Inhaltsangabe

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.


What You Will Learn
  • Understand language models and their importance in NLP and NLU (Natural Language Understanding)
  • Master Transformer architecture through practical examples
  • Use the Hugging Face library in Transformer-based language models
  • Create a simple code generator in Python based on Transformer architecture

Who This Book Is For
Data Scientists and software developers interested in developing their skills in NLP and NLU (Natural Language Understanding)

Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.

Über die Autorin bzw. den Autor

Shashank Mohan Jain has been working in the IT industry for around 20 years mainly in the areas of cloud computing, machine learning and distributed systems. He has keen interests in virtualization techniques, security, and complex systems. Shashank has software patents to his name in the area of cloud computing, IoT, and machine learning. He is a speaker at multiple reputed cloud conferences. Shashank holds Sun, Microsoft, and Linux kernel certifications.

Von der hinteren Coverseite

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.


You will:
  • Understand language models and their importance in NLP and NLU (Natural Language Understanding)
  • Master Transformer architecture through practical examples
  • Use the Hugging Face library in Transformer-based language models
  • Create a simple code generator in Python based on Transformer architecture

„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
Apress
Erscheinungsdatum
2022
Sprache
Englisch
ISBN 10 
1484288432
ISBN 13 
9781484288436
Einband
Taschenbuch
Auflage
1
Anzahl der Seiten
180
Kontakt zum Hersteller
Springer Nature Customer Service Center GmbH
ProductSafety@springernature.com

Europaplatz 3,69115 Heidelberg, Germany
Heidelberg
69115
Deutschland

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ISBN 10:  1484288459 ISBN 13:  9781484288450
Verlag: Apress, 2022
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