Social Data Analytics in the Cloud with AI
暫譯: 雲端社會數據分析與人工智慧

Wei, Xuebin, Ye, Xinyue

Social Data Analytics in the Cloud with AI
  • 出版商: CRC
  • 出版日期: 2024-12-30
  • 售價: $3,600
  • 貴賓價: 9.5 折 $3,420
  • 語言: 英文
  • 頁數: 166
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032569050
  • ISBN-13: 9781032569055
  • 相關分類: 人工智慧、Data Science

    • 海外代購書籍(需單獨結帳)

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商品描述

The rise of cloud computing and generative artificial intelligence (AI) has revolutionized data analytics pipelines. Analysts can collect, store, and process vast datasets in the cloud with high availability and scalability and leverage Generative AI to query and visualize datasets in natural languages. This pioneering textbook provides a gateway for students, educators, and professionals to develop and enhance social data analytics capabilities with the latest cloud computing and AI technologies. The textbook introduces educational cloud resources from leading technology companies, begins with foundational concepts, and progresses to advanced techniques.

Features

  • The first textbook on cloud-based social data analytics with the assistance of generative AI.
  • Introduces educational cloud resources from leading technology companies like AWS, GitHub, and MongoDB.
  • Presents a fully AI-powered data analytics pipeline from Python coding to data collection with APIs, cloud-based data storage, natural language queries, and interactive visualization.
  • Analyzes Census and social media data with the latest large language models (LLMs).
  • Provides hands-on exercises with real-world datasets on timely issues.

This textbook is an excellent resource for upper-level undergraduate and graduate students taking GIS, Urban Informatics, Social Science Data Analysis, and Data Science courses, faculty members teaching such courses, and professionals and researchers interested in leveraging cloud computing and generative AI in social data analytics.

商品描述(中文翻譯)

雲端運算和生成式人工智慧（AI）的興起徹底改變了數據分析管道。分析師可以在雲端中以高可用性和可擴展性收集、儲存和處理龐大的數據集，並利用生成式AI以自然語言查詢和可視化數據集。本書是一本開創性的教科書，為學生、教育工作者和專業人士提供了一個發展和增強社會數據分析能力的入口，結合最新的雲端運算和AI技術。這本教科書介紹了來自領先科技公司的教育雲端資源，從基礎概念開始，逐步進入進階技術。

特點
- 第一部關於基於雲端的社會數據分析並輔以生成式AI的教科書。
- 介紹來自AWS、GitHub和MongoDB等領先科技公司的教育雲端資源。
- 提供一個完全由AI驅動的數據分析管道，涵蓋從Python編碼到使用API進行數據收集、雲端數據儲存、自然語言查詢和互動式可視化。
- 使用最新的大型語言模型（LLMs）分析人口普查和社交媒體數據。
- 提供針對當前議題的真實數據集的實作練習。

這本教科書是高年級本科生和研究生在修習地理資訊系統（GIS）、城市資訊學、社會科學數據分析和數據科學課程時的優秀資源，適合教授這些課程的教職員，以及對於在社會數據分析中利用雲端運算和生成式AI感興趣的專業人士和研究人員。

作者簡介

Dr Xuebin Wei is an associate professor at James Madison University (JMU) and an AWS Academy Certified Educator. He earned a Ph.D. in Geography from the University of Georgia in 2015. Dr Wei has developed a series of cloud-based technology courses that promote an engaged and inclusive learning environment and helps current students prepare for future careers. He was selected as a Faculty Ambassador of the AWS Educate Cloud Ambassador Program and received the JMU Excellence in Teaching & Learning with Technology Award in 2019.

Dr Xinyue Ye is the Harold L. Adams Endowed Professor in the Department of Landscape Architecture & Urban Planning, Department of Geography, and Department of Computer Science & Engineering at Texas A&M University-College Station, where he directs the Center for Geospatial Sciences, Applications, and Technology. Dr Ye received his Ph.D. in Geography from the University of California-Santa Barbara and San Diego State University in 2010. He is a Fellow of the American Association of Geographers and a Fellow of the Royal Geographical Society.

作者簡介(中文翻譯)

魏學斌博士是詹姆斯·麥迪遜大學（James Madison University, JMU）的副教授，並且是AWS Academy認證教育者。他於2015年在喬治亞大學獲得地理學博士學位。魏博士開發了一系列基於雲端技術的課程，促進參與式和包容性的學習環境，並幫助當前學生為未來的職業做好準備。他被選為AWS Educate雲端大使計畫的教職員大使，並於2019年獲得JMU卓越教學與技術學習獎。

葉新月博士是德克薩斯農工大學-學院站（Texas A&M University-College Station）景觀建築與城市規劃系、地理系以及計算機科學與工程系的哈羅德·L·亞當斯講座教授，並且他負責地理空間科學、應用與技術中心。葉博士於2010年在加州大學聖巴巴拉分校和聖地牙哥州立大學獲得地理學博士學位。他是美國地理學會的會士，也是英國皇家地理學會的會士。

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