Predictive Analytics using Rattle and Qlik Sense

Ferran Garcia Pagans

  • 出版商: Packt Publishing
  • 出版日期: 2015-06-22
  • 售價: $1,640
  • 貴賓價: 9.5$1,558
  • 語言: 英文
  • 頁數: 174
  • 裝訂: Paperback
  • ISBN: 1784395803
  • ISBN-13: 9781784395803
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Create comprehensive solutions for predictive analysis using Rattle and share them with Qlik Sense

About This Book

  • Create visualizations, dashboards, and data applications with Qlik Sense and Rattle
  • Load, explore, and manipulate data to Rattle to create predictions and discover hidden patterns in the data
  • A step-by-step guide to learning predictive analytics in a quick and easy way

Who This Book Is For

If you are a business analyst who wants to understand how to improve your data analysis and how to apply predictive analytics, then this book is ideal for you. This book assumes you have some basic knowledge of statistics and a spreadsheet editor such as Excel, but knowledge of QlikView is not required.

What You Will Learn

  • Set up your desktop environment by installing Qlik Sense Desktop, R, and Rattle
  • Explore Rattle charts and the most commonly used multivariate statistical techniques to discover relationships among data
  • Find solutions to business questions by applying data analysis techniques
  • Use unsupervised and supervised learning methods to gain insights into your data
  • Evaluate the performance of a predictive model
  • Create basic charts and filters using Qlik Sense Desktop to build your first data application
  • Improve your analysis by complementing Qlik Sense Desktop with predictive analytics
  • Familiarize yourself with the basics of data visualization and data storytelling

In Detail

Qlik Sense Desktop, the personal and free version of Qlik Sense, is a powerful tool for business analysts to analyze data and create useful data applications. Rattle, developed in R, is a GUI used for data mining and complements Qlik Sense Desktop very well. By combining Rattle and Qlik Sense Desktop, a business user can learn how to apply predictive analytics to create real-world data applications. The objective is to use Qlik Sense to analyze data and complement it with predictive analytics using Rattle.

This book will introduce you to basic predictive analysis techniques using Rattle and basic data visualizations concepts using Qlik Sense Desktop. You will start by setting up Qlik Sense Desktop, R, and Rattle and learn the basic of these tools. Then this book will examine the data and make it ready to be analyzed. After that, you will get to know the key concepts of predictive analytics, by building simple models with Rattle and creating visualizations with Qlik Sense Desktop. Finally, the book will show you the basics of data visualization and will help you to create your first data application and dashboard.

商品描述(中文翻譯)

建立全面的預測分析解決方案,使用 Rattle 並與 Qlik Sense 分享

關於本書
- 使用 Qlik Sense 和 Rattle 創建可視化、儀表板和數據應用程序
- 將數據加載、探索和操作到 Rattle,以創建預測並發現數據中的隱藏模式
- 一步一步的指南,以快速簡便的方式學習預測分析

本書適合誰
如果您是一位希望了解如何改善數據分析及如何應用預測分析的商業分析師,那麼本書非常適合您。本書假設您具備一些基本的統計知識和使用 Excel 等電子表格編輯器的能力,但不需要具備 QlikView 的知識。

您將學到什麼
- 通過安裝 Qlik Sense Desktop、R 和 Rattle 來設置您的桌面環境
- 探索 Rattle 圖表和最常用的多變量統計技術,以發現數據之間的關係
- 通過應用數據分析技術找到商業問題的解決方案
- 使用無監督和監督學習方法深入了解您的數據
- 評估預測模型的性能
- 使用 Qlik Sense Desktop 創建基本圖表和過濾器,構建您的第一個數據應用程序
- 通過將 Qlik Sense Desktop 與預測分析相結合來改善您的分析
- 熟悉數據可視化和數據故事講述的基本概念

詳細內容
Qlik Sense Desktop 是 Qlik Sense 的個人免費版本,是商業分析師分析數據和創建有用數據應用程序的強大工具。Rattle 是一個用 R 開發的 GUI,用於數據挖掘,與 Qlik Sense Desktop 互補得很好。通過結合 Rattle 和 Qlik Sense Desktop,商業用戶可以學習如何應用預測分析來創建現實世界的數據應用程序。目標是使用 Qlik Sense 來分析數據,並使用 Rattle 進行預測分析的補充。

本書將介紹使用 Rattle 的基本預測分析技術和使用 Qlik Sense Desktop 的基本數據可視化概念。您將從設置 Qlik Sense Desktop、R 和 Rattle 開始,學習這些工具的基本知識。然後,本書將檢查數據並使其準備好進行分析。之後,您將了解預測分析的關鍵概念,通過使用 Rattle 構建簡單模型和使用 Qlik Sense Desktop 創建可視化。最後,本書將向您展示數據可視化的基本知識,並幫助您創建第一個數據應用程序和儀表板。