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Transformers for Natural Language Processing

You're reading from Transformers for Natural Language Processing

Product type Book

Published in Jan 2021

Publisher Packt

ISBN-13 9781800565791

Pages 384 pages

Edition 1st Edition

Languages

Concepts

Mobile Application Development

Author (1):

Denis Rothman

Table of Contents (16) Chapters

Preface

1. Getting Started with the Model Architecture of the Transformer

2. Fine-Tuning BERT Models

3. Pretraining a RoBERTa Model from Scratch

4. Downstream NLP Tasks with Transformers

5. Machine Translation with the Transformer

6. Text Generation with OpenAI GPT-2 and GPT-3 Models

7. Applying Transformers to Legal and Financial Documents for AI Text Summarization

8. Matching Tokenizers and Datasets

9. Semantic Role Labeling with BERT-Based Transformers

10. Let Your Data Do the Talking: Story, Questions, and Answers

11. Detecting Customer Emotions to Make Predictions

12. Analyzing Fake News with Transformers

13. Other Books You May Enjoy

14. Index

Appendix: Answers to the Questions

References

Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, Illia Polosukhin, 2017, Attention Is All You Need: https://arxiv.org/abs/1706.03762
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova, 2018, BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding: https://arxiv.org/abs/1810.04805
Alex Warstadt, Amanpreet Singh, and Samuel R. Bowman, 2018, Neural Network Acceptability Judgments: https://arxiv.org/abs/1805.12471
The Corpus of Linguistic Acceptability (CoLA): https://nyu-mll.github.io/CoLA/
Documentation on Hugging Face models: https://huggingface.co/transformers/pretrained_models.html, https://huggingface.co/transformers/model_doc/bert.html, https://huggingface.co/transformers/model_doc/roberta.html, https://huggingface.co/transformers/model_doc/distilbert.html.

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Transformers for Natural Language Processing

Published in: Jan 2021 Publisher: Packt ISBN-13: 9781800565791

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Authors (1)

Denis Rothman

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.

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