Learn OpenAI Whisper: Transform your understanding of GenAI through robust and accurate speech processing solutions

Batista, Josué R.

  • 出版商: Packt Publishing
  • 出版日期: 2024-05-31
  • 售價: $1,840
  • 貴賓價: 9.5$1,748
  • 語言: 英文
  • 頁數: 372
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 183508592X
  • ISBN-13: 9781835085929
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Master automatic speech recognition (ASR) with groundbreaking generative AI for unrivaled accuracy and versatility in audio processing

Key Features

- Uncover the intricate architecture and mechanics behind Whisper's robust speech recognition

- Apply Whisper's technology in innovative projects, from audio transcription to voice synthesis

- Navigate the practical use of Whisper in real-world scenarios for achieving dynamic tech solutions

- Purchase of the print or Kindle book includes a free PDF eBook

Book Description

As the field of generative AI evolves, so does the demand for intelligent systems that can understand human speech. Navigating the complexities of automatic speech recognition (ASR) technology is a significant challenge for many professionals. This book offers a comprehensive solution that guides you through OpenAI's advanced ASR system.

You'll begin your journey with Whisper's foundational concepts, gradually progressing to its sophisticated functionalities. Next, you'll explore the transformer model, understand its multilingual capabilities, and grasp training techniques using weak supervision. The book helps you customize Whisper for different contexts and optimize its performance for specific needs. You'll also focus on the vast potential of Whisper in real-world scenarios, including its transcription services, voice-based search, and the ability to enhance customer engagement. Advanced chapters delve into voice synthesis and diarization while addressing ethical considerations.

By the end of this book, you'll have an understanding of ASR technology and have the skills to implement Whisper. Moreover, Python coding examples will equip you to apply ASR technologies in your projects as well as prepare you to tackle challenges and seize opportunities in the rapidly evolving world of voice recognition and processing.

What you will learn

- Integrate Whisper into voice assistants and chatbots

- Use Whisper for efficient, accurate transcription services

- Understand Whisper's transformer model structure and nuances

- Fine-tune Whisper for specific language requirements globally

- Implement Whisper in real-time translation scenarios

- Explore voice synthesis capabilities using Whisper's robust tech

- Execute voice diarization with Whisper and NVIDIA's NeMo

- Navigate ethical considerations in advanced voice technology

Who this book is for

Learn OpenAI Whisper is designed for a diverse audience, including AI engineers, tech professionals, and students. It's ideal for those with a basic understanding of machine learning and Python programming, and an interest in voice technology, from developers integrating ASR in applications to researchers exploring the cutting-edge possibilities in artificial intelligence.

商品描述(中文翻譯)

以開創性的生成式人工智慧(AI)技術,掌握自動語音識別(ASR)的精準度和音頻處理的多功能性。

主要特點:
- 揭示Whisper強大語音識別背後的複雜架構和機制
- 在創新項目中應用Whisper技術,從音頻轉錄到語音合成
- 在實際場景中運用Whisper實現動態技術解決方案
- 購買印刷版或Kindle電子書,附贈免費PDF電子書

書籍描述:
隨著生成式人工智慧領域的發展,對能理解人類語音的智能系統的需求也在增加。對於許多專業人士來說,掌握自動語音識別(ASR)技術的複雜性是一個重大挑戰。本書提供了一個全面的解決方案,引導您深入了解OpenAI先進的ASR系統Whisper。

您將從Whisper的基礎概念開始,逐步深入了解其複雜功能。接下來,您將探索變壓器模型,了解其多語言能力,並掌握使用弱監督訓練技術。本書還幫助您根據不同情境自定義Whisper,並優化其性能以滿足特定需求。您還將關注Whisper在實際場景中的巨大潛力,包括其轉錄服務、基於語音的搜索以及提升客戶參與度的能力。高級章節深入探討語音合成和語音分割,同時解決倫理考慮。

通過閱讀本書,您將了解ASR技術,並具備實施Whisper的能力。此外,Python編碼示例將使您能夠在項目中應用ASR技術,並為您在快速發展的語音識別和處理領域中應對挑戰和抓住機遇做好準備。

學到的知識:
- 將Whisper集成到語音助手和聊天機器人中
- 使用Whisper進行高效準確的轉錄服務
- 理解Whisper的變壓器模型結構和細微差異
- 為全球特定語言需求微調Whisper
- 在實時翻譯場景中實施Whisper
- 探索使用Whisper強大技術的語音合成能力
- 使用Whisper和NVIDIA的NeMo執行語音分割
- 在先進語音技術中處理倫理考慮

本書適合廣泛的讀者,包括AI工程師、技術專業人士和學生。對於具有機器學習和Python編程基礎,並對語音技術感興趣的人來說,本書是理想的選擇,無論是開發人員將ASR集成到應用程序中,還是研究人員探索人工智慧的前沿可能性。