Generative AI and Creativity: From Theory to Practice
暫譯: 生成式人工智慧與創造力：從理論到實踐

Rajasekar, Elakkiya, V, Subramaniyaswamy

Generative AI and Creativity: From Theory to Practice
  • 出版商: Auerbach Publication
  • 出版日期: 2025-11-25
  • 售價: $4,040
  • 貴賓價: 9.5 折 $3,838
  • 語言: 英文
  • 頁數: 347
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032875100
  • ISBN-13: 9781032875101
  • 相關分類: GAN 生成對抗網絡

    • 海外代購書籍(需單獨結帳)

商品描述

Generative AI and Creativity: From Theory to Practice is an immersive exploration into the revolutionary domain of Generative Artificial Intelligence. It takes a step-by-step journey starting with the fundamentals of Generative AI and progressing to advanced applications. The book unravels the complexities of generative models, delving into key techniques such as GANs (Generative Adversarial Networks) and VAEs (Variational Autoencoders), providing a solid foundation for readers to understand the underlying principles. The book:

  • Explores the collaboration between humans and AI in creative processes
  • Examines generative art movements, graphic design applications, and artist-AI collaborations.
  • Defines creativity in AI, by showcasing case studies and discussing ethical considerations

Moving beyond theory, this book offers hands-on insights into real-world applications of Generative AI. From creative content generation in art and music to practical implementations in industries like healthcare and finance, the book showcases the versatility and transformative potential of Generative AI across diverse domains. Readers will gain practical skills through coding examples, case studies, and collaborative projects, empowering them to integrate Generative AI into their own work.

The book is enriched with stories of innovation, featuring pioneers who have leveraged Generative AI to push the boundaries of creativity. Ethical considerations and the societal impact of Generative AI are also explored to foster a holistic understanding of the technology.

商品描述(中文翻譯)

《生成式人工智慧與創造力：從理論到實踐》是一部深入探索生成式人工智慧革命性領域的著作。它從生成式人工智慧的基本原理開始，逐步進入高級應用。這本書揭示了生成模型的複雜性，深入探討關鍵技術，如 GAN（生成對抗網路）和 VAE（變分自編碼器），為讀者提供理解基本原則的堅實基礎。這本書：

- 探索人類與人工智慧在創造過程中的合作
- 檢視生成藝術運動、平面設計應用以及藝術家與人工智慧的合作
- 定義人工智慧中的創造力，通過案例研究展示並討論倫理考量

這本書超越理論，提供生成式人工智慧在現實世界應用的實用見解。從藝術和音樂中的創意內容生成，到在醫療和金融等行業的實際應用，這本書展示了生成式人工智慧在各個領域的多樣性和變革潛力。讀者將通過程式碼範例、案例研究和合作專案獲得實用技能，使他們能夠將生成式人工智慧整合到自己的工作中。

這本書充滿了創新故事，介紹了利用生成式人工智慧推動創造力邊界的先驅者。倫理考量和生成式人工智慧對社會的影響也被探討，以促進對這項技術的全面理解。

作者簡介

Dr. Elakkiya Rajasekar is an assistant professor of computer science in the Department of Computer Science, Birla Institute of Technology and Science Pilani, Dubai Campus. She specializes in generative AI and computer vision, applied to language technologies, healthcare, assistive systems, and other interdisciplinary domains. She has led 16 extra-mural funded research projects supported by agencies, including DST-RFBR, DRDO, and Royal Society UK. She serves as chair of the Dubai ACM-W Chapter and vice president of the Dubai ACM Chapter and is recognized among the Top 2% Scientists by Stanford.

Dr. Subramaniyaswamy V is currently working as a professor in the School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, India. In total, he has 21 years of experience in academia and research. He has published papers in reputed international journals and conferences and filed multiple patents. His technical competencies lie in recommender systems, artificial intelligence, reinforcement learning, big data analytics, and cognitive analytics.

作者簡介(中文翻譯)

Elakkiya Rajasekar 博士是位於迪拜校區的比爾拉科技與科學學院計算機科學系的助理教授。她專注於生成式人工智慧（generative AI）和計算機視覺，應用於語言技術、醫療保健、輔助系統及其他跨學科領域。她主導了16個由DST-RFBR、DRDO和英國皇家學會等機構支持的外部資助研究項目。她擔任迪拜ACM-W分會的主席及迪拜ACM分會的副主席，並被史丹佛大學認定為前2%的科學家。

Subramaniyaswamy V 博士目前在印度維洛爾科技學院的計算機科學與工程學院擔任教授。他在學術和研究領域擁有21年的經驗。他在知名國際期刊和會議上發表了多篇論文，並申請了多項專利。他的技術專長包括推薦系統、人工智慧、強化學習、大數據分析和認知分析。

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