Mastering Generative AI with Oracle OCI: From Foundations to Advanced Implementations
Vemula, Anand
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商品描述
"Mastering Generative AI with Oracle OCI: From Foundations to Advanced Implementations" is a comprehensive guide that explores the intersection of Generative AI techniques and Oracle Cloud Infrastructure (OCI). This book is designed for AI enthusiasts, data scientists, and professionals seeking to harness the power of generative models within the robust framework of OCI.
Starting with foundational concepts, the book provides a clear introduction to Generative AI, covering key models such as Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), and more. Readers will learn practical implementation strategies using OCI's AI services, enabling them to build, deploy, and manage generative models effectively.
The book goes beyond theoretical discussions by offering hands-on projects and case studies across diverse domains. Readers will delve into real-world applications such as healthcare, finance, and creative industries, gaining insights into how generative AI can revolutionize these sectors. Each case study provides detailed implementation steps, code examples, and best practices, ensuring readers can replicate and adapt these solutions for their own projects.
Furthermore, the book explores advanced topics including fine-tuning pre-trained models, scalability considerations on OCI, and ethical implications of generative AI technologies. Best practices for model development, cost management strategies, and future trends in AI are also discussed, providing a holistic view of the field.
Whether you're looking to enhance your AI skills, optimize business processes with AI-driven insights, or explore innovative applications of generative AI, "Mastering Generative AI with Oracle OCI" equips you with the knowledge and tools needed to succeed in today's AI-driven world.
商品描述(中文翻譯)
《掌握 Oracle OCI 的生成式 AI:從基礎到進階實作》是一本全面的指南,探討生成式 AI 技術與 Oracle Cloud Infrastructure (OCI) 的交集。本書旨在為 AI 愛好者、數據科學家及專業人士提供資源,幫助他們在 OCI 的強大框架內利用生成模型的力量。
本書從基礎概念開始,清晰介紹生成式 AI,涵蓋關鍵模型,如生成對抗網絡 (GANs)、變分自編碼器 (VAEs) 等。讀者將學習使用 OCI 的 AI 服務進行實際實作策略,使他們能夠有效地構建、部署和管理生成模型。
本書不僅限於理論討論,還提供了跨多個領域的實作專案和案例研究。讀者將深入了解如醫療、金融和創意產業等真實應用,獲得生成式 AI 如何革新這些領域的見解。每個案例研究都提供詳細的實作步驟、程式碼範例和最佳實踐,確保讀者能夠複製並調整這些解決方案以適應自己的專案。
此外,本書還探討了進階主題,包括微調預訓練模型、OCI 上的可擴展性考量,以及生成式 AI 技術的倫理影響。書中還討論了模型開發的最佳實踐、成本管理策略及 AI 的未來趨勢,提供該領域的全貌。
無論您是希望提升 AI 技能、利用 AI 驅動的見解優化業務流程,還是探索生成式 AI 的創新應用,《掌握 Oracle OCI 的生成式 AI》都將為您提供在當今 AI 驅動世界中成功所需的知識和工具。