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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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Toc

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

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

Symbols

16-bit floating-point numbers (FP16) 144

graphics processing units (GPUs) 98

A

accents and dialects

challenges 181, 182

accuracy

versus performance 227

accuracy optimization 52, 53

acoustic modeling 47

architecture 48

speech units 47, 48

active learning 83

Adaptive Boosting (AdaBoost) 100

AI-based chatbot 156

Alexa Skills Kit 157

application programming interfaces (APIs) 30

area under the curve (AUC) 95

artificial intelligence (AI) 3

ASR and voice technologies landscape

evolving, preparation 324

ASR performance

emerging architectures and training techniques, embracing 327-329

ASR process

feature extractor 117

model 118

tokenizer 118

ASR scenarios

captioning and documentation 30

hand-free control 30

smart...

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