Generative AI 2.0 and Data Analytics
暫譯: 生成式人工智慧 2.0 與數據分析
Garg, Adarsh, Al-Turjman, Fadi, Walsh, John
- 出版商: Auerbach Publication
- 出版日期: 2026-06-23
- 售價: $7,260
- 貴賓價: 9.5 折 $6,897
- 語言: 英文
- 頁數: 226
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032982144
- ISBN-13: 9781032982144
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相關分類:
DeepLearning、Data-visualization
尚未上市,無法訂購
相關主題
商品描述
Data analytics and generative AI (GenAI) are transformative technologies that play a critical role in modern decision-making and innovation. Data analytics enables organizations to extract actionable insights from vast amounts of structured and unstructured data, driving efficiency, improving customer experiences, and identifying trends. Generative AI, on the other hand, enhances creativity and problem-solving by producing new content, such as text, images, and designs, based on learned patterns. Together, they empower people and organizations to make data-driven decisions, automate complex processes, and unlock new opportunities for growth and innovation.
Generative AI 2.0 and Data Analytics explores the intersection between GenAI and data analytics and addresses its profound effects on industries and organizations across the globe. Highlights of the book include:
- Deep learning architectures for generative models in business data management
- Optimizing human-AI collaboration for strategic decision-making in business practises
- Benchmarking practices and evaluation metrics for generative AI in business data analytics
Not only covering the fundamental concepts and techniques of generative AI and their practical application, the book also investigates how these techniques foster innovation and improve the quality of data in various business domains. It examines a broad range of topics from artificial data generation, security analytics, anomaly detection, reinforcement management, ethical consideration, challenges, and future scenarios. The book also features expert opinions and case studies to provide practical direction and valuable insight.
商品描述(中文翻譯)
資料分析和生成式人工智慧(Generative AI, 簡稱 GenAI)是變革性技術,在現代決策和創新中扮演著關鍵角色。資料分析使組織能夠從大量結構化和非結構化資料中提取可行的見解,推動效率、改善客戶體驗並識別趨勢。另一方面,生成式人工智慧透過基於學習模式生成新內容(如文本、圖像和設計)來增強創造力和問題解決能力。這兩者結合起來,使人們和組織能夠做出數據驅動的決策、自動化複雜流程,並開啟增長和創新的新機會。
《Generative AI 2.0 和資料分析》探討了 GenAI 與資料分析之間的交集,並討論其對全球各行業和組織的深遠影響。這本書的重點包括:
- 用於商業資料管理的生成模型深度學習架構
- 優化人類與人工智慧的協作,以促進商業實踐中的戰略決策
- 生成式人工智慧在商業資料分析中的基準實踐和評估指標
這本書不僅涵蓋了生成式人工智慧的基本概念和技術及其實際應用,還探討了這些技術如何促進創新並改善各種商業領域中的資料質量。它檢視了從人工資料生成、安全分析、異常檢測、強化管理、倫理考量、挑戰到未來情境的廣泛主題。書中還包含專家意見和案例研究,以提供實用的指導和寶貴的見解。
作者簡介
A researcher and academician, Dr. Adarsh Garg has 24 years of teaching, research, consultancy, and administrative experience. She received her PhD degree in information technology from GGSIP University, Delhi. She is currently working as Professor of Data Analytics and IT at GL Bajaj Institute of Management and Research, Gautam Buddh Nagar, Greater Noida, and as a Visiting Professor at Delhi Technical University, Delhi. Prior to joining GLBIMR, she worked with organizations like Galgotias University, WIPRO Tech, GE, IMT Ghaziabad, and Punjabi University, Patiala. She is currently supervising eight PhDs. She has published more than 70 research papers and edited five books.
Dr. Fadi Al-Turjman received his Ph.D. in computer science from Queen's University, Canada, in 2011. He is a professor and the associate dean for research and the founding director of the International Research Center for AI and IoT at Near East University, Nicosia, Cyprus. Prof. Al-Turjman is the head of Artificial Intelligence Engineering Dept., and a leading authority in the areas of smart/intelligent IoT systems, wireless, and mobile networks' architectures, protocols, deployments, and performance evaluation in Artificial Intelligence of Things (AIoT).
Prof. John Walsh is the Associate Dean and Director, International College, Krirk University, Thailand. He received his doctorate from Oxford University in 1997 for a thesis concerning international market entry strategy and the success of UK firms in Korea, Japan and Taiwan. He has lived and worked in Sudan, Greece, Korea, Australia, the United Arab Emirates, Thailand and Vietnam, as well as his native UK. He has also taught courses at undergraduate, graduate and PhD level in a number of countries and led the campus at Mandalay and Kathmandu for a previous position, during which time he has taught courses in international business, marketing, management, entrepreneurialism, human resources, and finance.
作者簡介(中文翻譯)
一位研究者和學者,**Adarsh Garg 博士**擁有 24 年的教學、研究、顧問和行政經驗。她在德里 GGSIP 大學獲得資訊科技的博士學位。她目前擔任 Greater Noida GL Bajaj 管理與研究所的數據分析與資訊科技教授,並擔任德里技術大學的客座教授。在加入 GLBIMR 之前,她曾在 Galgotias 大學、WIPRO Tech、GE、IMT Ghaziabad 和旁遮普大學(Patiala)等機構工作。她目前正在指導八位博士生。她已發表超過 70 篇研究論文並編輯了五本書籍。
**Fadi Al-Turjman 博士**於 2011 年在加拿大女王大學獲得計算機科學博士學位。他是塞浦路斯尼科西亞近東大學的教授、研究副院長及人工智慧與物聯網國際研究中心的創始主任。Al-Turjman 教授是人工智慧工程系的負責人,並在智能物聯網系統、無線和移動網絡的架構、協議、部署及性能評估等領域具有領導地位。
**John Walsh 教授**是泰國 Krirk 大學的國際學院副院長和主任。他於 1997 年在牛津大學獲得博士學位,論文主題為國際市場進入策略及英國企業在韓國、日本和台灣的成功。他曾在蘇丹、希臘、韓國、澳大利亞、阿聯酋、泰國和越南等地生活和工作,還有他的故鄉英國。他在多個國家教授本科、研究生和博士生課程,並曾在曼德勒和加德滿都擔任校區負責人,期間教授國際商務、市場營銷、管理、創業、人力資源和財務等課程。