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Learn OpenAI Whisper

You're reading from   Learn OpenAI Whisper Transform your understanding of GenAI through robust and accurate speech processing solutions

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Product type Paperback
Published in May 2024
Publisher Packt
ISBN-13 9781835085929
Length 372 pages
Edition 1st Edition
Concepts
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Author (1):
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Josué R. Batista Josué R. Batista
Author Profile Icon Josué R. Batista
Josué R. Batista
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Table of Contents (16) Chapters Close

Preface 1. Part 1: Introducing OpenAI’s Whisper FREE CHAPTER
2. Chapter 1: Unveiling Whisper – Introducing OpenAI’s Whisper 3. Chapter 2: Understanding the Core Mechanisms of Whisper 4. Part 2: Underlying Architecture
5. Chapter 3: Diving into the Whisper Architecture 6. Chapter 4: Fine-Tuning Whisper for Domain and Language Specificity 7. Part 3: Real-world Applications and Use Cases
8. Chapter 5: Applying Whisper in Various Contexts 9. Chapter 6: Expanding Applications with Whisper 10. Chapter 7: Exploring Advanced Voice Capabilities 11. Chapter 8: Diarizing Speech with WhisperX and NVIDIA’s NeMo 12. Chapter 9: Harnessing Whisper for Personalized Voice Synthesis 13. Chapter 10: Shaping the Future with Whisper 14. Index 15. Other Books You May Enjoy

Diving into the Whisper Architecture

As we embark on the third chapter of our journey into the world of OpenAI’s Whisper, we’ll delve deeper into the architectural intricacies that underpin this advanced ASR system. This chapter, aptly titled Diving into the Whisper Architecture, is designed to provide a comprehensive understanding of the transformer model that forms the backbone of Whisper.

The transformer model, a concept that has revolutionized the field of machine learning, is a critical component of Whisper’s architecture. It is the engine that drives the system’s ability to convert spoken language into written text accurately. Understanding the transformer model is akin to understanding the heart of Whisper, and this chapter aims to guide you through its complexities with clarity and precision.

We’ll begin by introducing transformers and explaining their role and significance in the context of Whisper. We’ll provide a broad understanding...

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