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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

Part 2: Underlying Architecture

In this part, you will explore the technical backbone of OpenAI’s Whisper, exploring its architecture and the transformer model that drives its cutting-edge ASR capabilities. You will understand Whisper’s inner workings comprehensively, including its encoder-decoder mechanics, multitasking and multilingual capabilities, and training techniques using weak supervision on large-scale data. Additionally, you will learn how to fine-tune Whisper for specific domain and language needs, enabling you to customize and integrate it effectively into various applications.

This part includes the following chapters:

  • Chapter 3, Diving into the Whisper Architecture
  • Chapter 4, Fine-Tuning Whisper for Domain and Language Specificity
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