Transformers for Natural Language Processing - Second Edition | Build, train, and fine-tune deep neural network architectures for NLP with Python, Hugging Face, and OpenAI's GPT-3, ChatGPT, and GPT-4
Idioma: inglés
Editorial: Packt Publishing, 2022
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Transformers for Natural Language Processing - Second Edition | Build, train, and fine-tune deep neural network architectures for NLP with Python, Hugging Face, and OpenAI's GPT-3, ChatGPT, and GPT-4 | Denis Rothman | Taschenbuch | Kartoniert / Broschiert | Englisch | 2022 | Packt Publishing | EAN 9781803247335 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu Print on Demand.
N° de ref. del artículo 121385563
- Título
- Transformers for Natural Language Processing - Second Edition | Build, train, and fine-tune deep neural network architectures for NLP with Python, Hugging Face, and OpenAI's GPT-3, ChatGPT, and GPT-4
- Autor
- Denis Rothman
- Editorial
- Packt Publishing
- Año de publicación
- 2022
- Estado
- Neu
- Encuadernación
- Taschenbuch
- Idioma
- inglés
- ISBN 10
- 1803247339
- ISBN 13
- 9781803247335
- Edición
- 2ª Edición
- Peso del artículo
- 1108 gramos
- Dimensiones
- 235 x 191 x 33 mm
- Catálogos de vendedores
- Bücher
Under the hood working of transformers, fine-tuning GPT-3 models, DeBERTa, vision models, and the start of Metaverse, using a variety of NLP platforms: Hugging Face, OpenAI API, Trax, and AllenNLP
Key Features
- Implement models, such as BERT, Reformer, and T5, that outperform classical language models
- Compare NLP applications using GPT-3, GPT-2, and other transformers
- Analyze advanced use cases, including polysemy, cross-lingual learning, and computer vision
Book Description
Transformers are a game-changer for natural language understanding (NLU) and have become one of the pillars of artificial intelligence.
Transformers for Natural Language Processing, 2nd Edition, investigates deep learning for machine translations, speech-to-text, text-to-speech, language modeling, question-answering, and many more NLP domains with transformers.
An Industry 4.0 AI specialist needs to be adaptable; knowing just one NLP platform is not enough anymore. Different platforms have different benefits depending on the application, whether it's cost, flexibility, ease of implementation, results, or performance. In this book, we analyze numerous use cases with Hugging Face, Google Trax, OpenAI, and AllenNLP.
This book takes transformers' capabilities further by combining multiple NLP techniques, such as sentiment analysis, named entity recognition, and semantic role labeling, to analyze complex use cases, such as dissecting fake news on Twitter. Also, see how transformers can create code using just a brief description.
By the end of this NLP book, you will understand transformers from a cognitive science perspective and be proficient in applying pretrained transformer models to various datasets.
What you will learn
- Discover new ways of performing NLP techniques with the latest pretrained transformers
- Grasp the workings of the original Transformer, GPT-3, BERT, T5, DeBERTa, and Reformer
- Find out how ViT and CLIP label images (including blurry ones!) and reconstruct images using DALL-E
- Carry out sentiment analysis, text summarization, casual language analysis, machine translations, and more using TensorFlow, PyTorch, and GPT-3
- Measure the productivity of key transformers to define their scope, potential, and limits in production
Who this book is for
If you want to learn about and apply transformers to your natural language (and image) data, this book is for you.
A good understanding of NLP, Python, and deep learning is required to benefit most from this book. Many platforms covered in this book provide interactive user interfaces, which allow readers with a general interest in NLP and AI to follow several chapters of this book.
Table of Contents
- What are Transformers?
- Getting Started with the Architecture of the Transformer Model
- Fine-Tuning BERT Models
- Pretraining a RoBERTa Model from Scratch
- Downstream NLP Tasks with Transformers
- Machine Translation with the Transformer
- The Rise of Suprahuman Transformers with GPT-3 Engines
- Applying Transformers to Legal and Financial Documents for AI Text Summarization
- Matching Tokenizers and Datasets
- Semantic Role Labeling with BERT-Based Transformers
- Let Your Data Do the Talking: Story, Questions, and Answers
- Detecting Customer Emotions to Make Predictions
- Analyzing Fake News with Transformers
- Interpreting Black Box Transformer Models
- From NLP to Task-Agnostic Transformer Models
- The Emergence of Transformer-Driven Copilots
- Appendix I ― Terminology of Transformer Models
(N.B. Please use the Look Inside option to see further chapters)
“Sinopsis” puede pertenecer a otra edición de este título.
Acerca del autor
Denis Rothman graduated from Sorbonne University and Paris-Diderot University, designing one of the very first word2matrix patented embedding and patented AI conversational agents. He began his career authoring one of the first AI cognitive natural language processing (NLP) chatbots applied as an automated language teacher for Moet et Chandon and other companies. He authored an AI resource optimizer for IBM and apparel producers. He then authored an advanced planning and scheduling (APS) solution used worldwide.
“Acerca de” puede pertenecer a otra edición de este título.
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