Ai-Driven Software Testing: Transforming Software Testing with Artificial Intelligence and Machine Learning
暫譯: 人工智慧驅動的軟體測試：以人工智慧和機器學習轉型軟體測試

Bittla, Srinivasa Rao

Ai-Driven Software Testing: Transforming Software Testing with Artificial Intelligence and Machine Learning
  • 出版商: Apress
  • 出版日期: 2025-10-22
  • 售價: $2,180
  • 貴賓價: 9.5 折 $2,071
  • 語言: 英文
  • 頁數: 513
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9798868818288
  • ISBN-13: 9798868818288
  • 相關分類: TDD 測試導向開發

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

AI-Driven Software Testing explores how Artificial Intelligence (AI) and Machine Learning (ML) are revolutionizing quality engineering (QE), making testing more intelligent, efficient, and adaptive.

The book begins by examining the critical role of QE in modern software development and the paradigm shift introduced by AI/ML. It traces the evolution of software testing, from manual approaches to AI-powered automation, highlighting key innovations that enhance accuracy, speed, and scalability. Readers will gain a deep understanding of quality engineering in the age of AI, comparing traditional and AI-driven testing methodologies to uncover their advantages and challenges. Moving into practical applications, the book delves into AI-enhanced test planning, execution, and defect management. It explores AI-driven test case development, intelligent test environments, and real-time monitoring techniques that streamline the testing lifecycle. Additionally, it covers AI's impact on continuous integration and delivery (CI/CD), predictive analytics for failure prevention, and strategies for scaling AI-driven testing across cloud platforms. Finally, it looks ahead to the future of AI in software testing, discussing emerging trends, ethical considerations, and the evolving role of QE professionals in an AI-first world.

With real-world case studies and actionable insights, AI-Driven Software Testing is an essential guide for QE engineers, developers, and tech leaders looking to harness AI for smarter, faster, and more reliable software testing.

What you will learn:

- What are the key principles of AI/ML-driven quality engineering

- What is intelligent test case generation and adaptive test automation

- Explore predictive analytics for defect prevention and risk assessment

- Understand integration of AI/ML tools in CI/CD pipelines

Who this book is for: Quality Engineers looking to enhance software testing with AI-driven techniques. Data Scientists exploring AI applications in software quality assurance and engineering. Software Developers - Engineers seeking to integrate AI/ML into testing and automation workflows.

商品描述(中文翻譯)

《AI 驅動的軟體測試》探討了人工智慧 (AI) 和機器學習 (ML) 如何徹底改變品質工程 (QE)，使測試變得更智能、高效和適應性強。

本書首先檢視了 QE 在現代軟體開發中的關鍵角色，以及 AI/ML 所帶來的範式轉變。它追溯了軟體測試的演變，從手動方法到 AI 驅動的自動化，突顯了增強準確性、速度和可擴展性的關鍵創新。讀者將深入了解 AI 時代的品質工程，對比傳統與 AI 驅動的測試方法，揭示其優勢和挑戰。進入實際應用後，本書深入探討了 AI 增強的測試規劃、執行和缺陷管理。它探討了 AI 驅動的測試案例開發、智能測試環境和實時監控技術，這些技術簡化了測試生命週期。此外，本書還涵蓋了 AI 對持續整合和交付 (CI/CD) 的影響、預測分析在故障預防中的應用，以及在雲平台上擴展 AI 驅動測試的策略。最後，它展望了 AI 在軟體測試中的未來，討論新興趨勢、倫理考量，以及在 AI 為先的世界中 QE 專業人員的演變角色。

透過真實案例研究和可行的見解，《AI 驅動的軟體測試》是 QE 工程師、開發人員和技術領導者的必備指南，幫助他們利用 AI 進行更智能、更快速和更可靠的軟體測試。

您將學到的內容：

- AI/ML 驅動的品質工程的關鍵原則是什麼
- 什麼是智能測試案例生成和自適應測試自動化
- 探索預測分析在缺陷預防和風險評估中的應用
- 理解 AI/ML 工具在 CI/CD 管道中的整合

本書適合的讀者：希望利用 AI 驅動技術提升軟體測試的品質工程師。探索 AI 在軟體品質保證和工程中應用的數據科學家。尋求將 AI/ML 整合到測試和自動化工作流程中的軟體開發人員 - 工程師。

作者簡介

Srinivasa Rao Bittla is a seasoned technology leader with over 20 years of expertise in AI/ML, performance engineering, and quality assurance. Currently at a multinational company, he drives AI-driven innovation, large-scale performance benchmarking, and automation frameworks that enhance scalability and system reliability. Previously, as a QE Manager at LogMeIn/Citrix, he developed cutting-edge performance testing tools and optimized CI/CD pipelines. Srini has also founded and led teams at Zest Bittla IT Solutions, mentoring over 10,000 professionals and transforming enterprise QE processes. A thought leader and IEEE Senior, Sigm-Xi Full Membership, Forbes Tech Council Contributor, he has delivered keynotes at AI testing conferences and contributed to peer-reviewed research. His work in AI-enabled predictive analytics and blockchain security has led to multiple patents. Recognized with awards like the Adobe Team Excellence Award and Titan Gold Award, Srini continues to shape the future of AI in software engineering. He is based in San Jose, US.

Srinivasa is also the author of The Last Invention: How Artificial Superintelligence Will Redefine Life, an Amazon-published book that explores the ethical, societal, and technological implications of Artificial Superintelligence (ASI). The book has been featured in academic discussions and has helped shape conversations around the future of AI in governance, education, and human evolution. His writing reflects a deep commitment to not only advancing AI in practical domains like software testing but also understanding its long-term transformative impact on humanity.

作者簡介(中文翻譯)

Srinivasa Rao Bittla 是一位經驗豐富的技術領導者，擁有超過 20 年的人工智慧/機器學習 (AI/ML)、性能工程和品質保證的專業知識。目前在一家跨國公司工作，他推動以 AI 為驅動的創新、大規模性能基準測試和自動化框架，以增強可擴展性和系統可靠性。之前，作為 LogMeIn/Citrix 的品質工程經理，他開發了尖端的性能測試工具並優化了 CI/CD 管道。Srini 也創立並領導了 Zest Bittla IT Solutions 的團隊，指導了超過 10,000 名專業人士，並改變了企業的品質工程流程。作為思想領袖和 IEEE 高級會員、Sigma-Xi 全會員、Forbes 技術委員會貢獻者，他在 AI 測試會議上發表了主題演講，並為同行評審的研究做出了貢獻。他在 AI 驅動的預測分析和區塊鏈安全方面的工作獲得了多項專利。因獲得 Adobe 團隊卓越獎和 Titan 金獎等獎項而受到認可，Srini 繼續塑造 AI 在軟體工程中的未來。他目前居住在美國聖荷西。

Srinivasa 也是 The Last Invention: How Artificial Superintelligence Will Redefine Life 的作者，這本由亞馬遜出版的書探討了人工超智慧 (ASI) 的倫理、社會和技術影響。該書已在學術討論中被引用，並幫助塑造了有關 AI 在治理、教育和人類演變未來的對話。他的寫作反映了他對於不僅在軟體測試等實際領域推進 AI 的深切承諾，還包括理解其對人類長期變革性影響的努力。

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