Data Science and Machine Learning for Non-Programmers: Using SAS Enterprise Miner

Truong, Dothang

  • 出版商: CRC
  • 出版日期: 2024-02-23
  • 售價: $3,500
  • 貴賓價: 9.5$3,325
  • 語言: 英文
  • 頁數: 577
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 0367755386
  • ISBN-13: 9780367755386
  • 相關分類: Machine LearningData Science
  • 海外代購書籍(需單獨結帳)

商品描述

As data continues to grow exponentially, knowledge of data science and machine learning has become more crucial than ever. Machine learning has grown exponentially; however, the abundance of resources can be overwhelming, making it challenging for new learners. This book aims to address this disparity and cater to learners from various non-technical fields, enabling them to utilize machine learning effectively.

Adopting a hands-on approach, readers are guided through practical implementations using real datasets and SAS Enterprise Miner, a user-friendly data mining software that requires no programming. Throughout the chapters, two large datasets are used consistently, allowing readers to practice all stages of the data mining process within a cohesive project framework. This book also provides specific guidelines and examples on presenting data mining results and reports, enhancing effective communication with stakeholders.

Designed as a guiding companion for both beginners and experienced practitioners, this book targets a wide audience, including students, lecturers, researchers, and industry professionals from various backgrounds.

商品描述(中文翻譯)

隨著數據的指數級增長,對於數據科學和機器學習的知識變得比以往任何時候都更加重要。機器學習的發展也呈指數級增長;然而,資源的豐富可能會讓新學習者感到不知所措,使其面臨挑戰。本書旨在解決這種差距,並為來自各種非技術領域的學習者提供服務,使他們能夠有效地利用機器學習。

本書採用實踐導向的方法,引導讀者使用真實數據集和SAS Enterprise Miner進行實際實施,該軟件是一款無需編程的用戶友好型數據挖掘軟件。在各章中,一直使用兩個大型數據集,讓讀者能夠在一個有統一項目框架的情境中練習數據挖掘過程的所有階段。本書還提供了有關呈現數據挖掘結果和報告的具體指南和示例,提高與利益相關者之間的有效溝通。

本書旨在成為初學者和有經驗的從業人員的指導伴侶,面向廣泛的讀者群體,包括學生、講師、研究人員和來自各種背景的行業專業人士。

作者簡介

Dothang Truong, PhD, is a Professor of Graduate Studies at Embry Riddle Aeronautical University, Daytona Beach, Florida. He has extensive teaching and research experience in machine learning, data analytics, air transportation management, and supply chain management. In 2022, Dr. Truong received the Frank Sorenson Award for outstanding achievement of excellence in aviation research and scholarship.

作者簡介(中文翻譯)

Dothang Truong博士是佛羅里達州戴通納海灘的恩布里里德爾航空大學研究生學院的教授。他在機器學習、數據分析、航空運輸管理和供應鏈管理方面擁有豐富的教學和研究經驗。2022年,Truong博士獲得了Frank Sorenson獎,以表彰他在航空研究和學術方面的卓越成就。