Transformers for Natural Language Processing
Being the first book in the market to dive deep into the Transformers, this book is a step-by-step guide for data and AI practitioners to help enhance the performance of language understanding and gain expertise with hands-on implementation of transformers with Python, PyTorch, and TensorFlow
Offered by
Difficulty Level
Intermediate
Completion Time
20h4m
Language
English
About Book
Who Is This Book For?
If you want to learn about and apply transformers to your natural language (and image) data, this book is for you. You'll need a good understanding of Python and deep learning and a basic understanding of NLP 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. And don't worry if you get stuck or have questions; this book gives you direct access to our AI/ML community to help guide you on your transformers journey!
Transformers for Natural Language Processing
- About Book
- Who Is This Book For?
- Book Content
Book content
chapters • 20h4m total length
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
The Consolidation of Suprahuman Transformers with OpenAI’s ChatGPT and GPT-4'
Appendix I — Terminology of Transformer Models
Appendix II — Hardware Constraints for Transformer Models
Appendix III — Generic Text Completion with GPT-2
Appendix IV — Custom Text Completion with GPT-2
Appendix V — Answers to the Questions
Related Resources
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