Machine Learning for Decision Makers: Cognitive Computing Fundamentals for Better Decision Making
暫譯: 決策者的機器學習:提升決策能力的認知計算基礎知識

Kashyap, Patanjali

  • 出版商: Apress
  • 出版日期: 2023-12-23
  • 售價: $2,220
  • 貴賓價: 9.5$2,109
  • 語言: 英文
  • 頁數: 661
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1484298004
  • ISBN-13: 9781484298008
  • 相關分類: MakerMachine Learning
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This new and updated edition takes you through the details of machine learning to give you an understanding of cognitive computing, IoT, big data, AI, quantum computing, and more. The book explains how machine learning techniques are used to solve fundamental and complex societal and industry problems.

This second edition builds upon the foundation of the first book, revises all of the chapters, and updates the research, case studies, and practical examples to bring the book up to date with changes that have occurred in machine learning. A new chapter on quantum computers and machine learning is included to prepare you for future challenges. Insights for decision makers will help you understand machine learning and associated technologies and make efficient, reliable, smart, and efficient business decisions. All aspects of machine learning are covered, ranging from algorithms to industry applications. Wherever possible, required practical guidelines and best practices related to machine learning and associated technologies are discussed. Also covered in this edition are hot-button topics such as ChatGPT, superposition, quantum machine learning, and reinforcement learning from human feedback (RLHF) technology.
Upon completing this book, you will understand machine learning, IoT, and cognitive computing and be prepared to cope with future challenges related to machine learning.

What You Will Learn

  • Master the essentials of machine learning, AI, cloud, and the cognitive computing technology stack
  • Understand business and enterprise decision-making using machine learning
  • Become familiar with machine learning best practices
  • Gain knowledge of quantum computing and quantum machine learning

Who This Book Is For
Managers tasked with making key decisions who want to learn how and when machine learning and related technologies can help them

商品描述(中文翻譯)

這本全新更新的版本將帶您深入了解機器學習的細節,讓您理解認知計算、物聯網、大數據、人工智慧、量子計算等主題。本書解釋了機器學習技術如何用於解決基本和複雜的社會及產業問題。

這第二版在第一版的基礎上進行了擴展,修訂了所有章節,並更新了研究、案例研究和實際範例,以使本書與機器學習領域的變化保持同步。新增的章節專注於量子計算機與機器學習,以幫助您為未來的挑戰做好準備。針對決策者的見解將幫助您理解機器學習及相關技術,並做出高效、可靠、智能的商業決策。本書涵蓋了機器學習的各個方面,從算法到行業應用。無論何時可能,相關的實用指導和最佳實踐也會進行討論。此外,本版還涵蓋了熱門話題,如ChatGPT、疊加、量子機器學習和來自人類反饋的強化學習(RLHF)技術。

完成本書後,您將理解機器學習、物聯網和認知計算,並為應對與機器學習相關的未來挑戰做好準備。

您將學到什麼


  • 掌握機器學習、人工智慧、雲端及認知計算技術堆疊的基本要素

  • 理解使用機器學習的商業和企業決策

  • 熟悉機器學習的最佳實踐

  • 獲得量子計算和量子機器學習的知識

本書適合誰

負責做出關鍵決策的管理者,想要了解機器學習及相關技術如何以及何時能幫助他們。

作者簡介

Patanjali Kashyap PhD works as a technology manager at a leading American bank. He deals with high-impact, mission-critical financial and innovative new generation technology projects on a day-to-day basis. Dr Kashyap has worked with technology giants such as Infosys and Cognizant Technology Solutions. He is an expert in the Agile process, machine learning, big data, and cloud computing. He understands Microsoft Azure and cognitive computing platforms such as Watson and Microsoft Cognitive Services. Dr Kashyap introduces .NET technologies as his first love to his friends and colleagues. He has worked on a spectrum of .NET and associated technologies such as SQL Server and component-based architecture from their inception. He also loves to work on SharePoint (content management, in general), knowledge management, positive technology, psychological computing, and UNIX. Dr Kashyap is experienced in software development methodologies, application support, and maintenance. He has published several research and white papers on multiple topics. He is involved in organizational initiatives such as building world class teams and dynamic cultures across enterprises. And he is a go-to person for incorporating "positivity and enthusiasm" in enterprises.

作者簡介(中文翻譯)

帕坦賈利·卡夏普博士在一家領先的美國銀行擔任技術經理。他每天處理高影響力、關鍵任務的金融和創新新一代技術專案。卡夏普博士曾與資訊科技巨頭如 Infosys 和 Cognizant Technology Solutions 合作。他是 Agile 流程、機器學習、大數據和雲端計算的專家。他了解 Microsoft Azure 及認知計算平台,如 Watson 和 Microsoft Cognitive Services。卡夏普博士將 .NET 技術視為他的初戀,向朋友和同事介紹。他從 .NET 及相關技術的起步階段開始,參與了 SQL Server 和基於元件的架構等技術的開發。他也喜歡從事 SharePoint(一般內容管理)、知識管理、正向科技、心理計算和 UNIX 的工作。卡夏普博士在軟體開發方法論、應用支援和維護方面擁有豐富的經驗。他在多個主題上發表了幾篇研究和白皮書。他參與組織倡議,如在企業內建立世界級團隊和動態文化。他也是在企業中融入「正向和熱情」的首選人選。