Geospatial Data Science Quick Start Guide
暫譯: 地理空間數據科學快速入門指南

Hassan, Abdishakur, Vijayaraghavan, Jayakrishnan

  • 出版商: Packt Publishing
  • 出版日期: 2019-05-31
  • 售價: $1,470
  • 貴賓價: 9.5$1,397
  • 語言: 英文
  • 頁數: 170
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 178980941X
  • ISBN-13: 9781789809411
  • 相關分類: Data Science
  • 海外代購書籍(需單獨結帳)

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商品描述

Data scientists, who have access to vast data streams, are a bit myopic when it comes to intrinsic and extrinsic location-based data and are missing out on the intelligence it can provide to their models. This book demonstrates effective techniques for using the power of data science and geospatial intelligence to build effective, intelligent data models that make use of location-based data to give useful predictions and analyses.

This book begins with a quick overview of the fundamentals of location-based data and how techniques such as Exploratory Data Analysis can be applied to it. We then delve into spatial operations such as computing distances, areas, extents, centroids, buffer polygons, intersecting geometries, geocoding, and more, which adds additional context to location data. Moving ahead, you will learn how to quickly build and deploy a geo-fencing system using Python. Lastly, you will learn how to leverage geospatial analysis techniques in popular recommendation systems such as collaborative filtering and location-based recommendations, and more.

By the end of the book, you will be a rockstar when it comes to performing geospatial analysis with ease.

商品描述(中文翻譯)

資料科學家擁有龐大的數據流,但在內在和外在的基於位置的數據方面有些短視,錯過了這些數據能為他們的模型提供的智慧。本書展示了有效的技術,利用數據科學和地理空間智慧的力量,構建有效且智能的數據模型,利用基於位置的數據提供有用的預測和分析。

本書首先快速概述基於位置的數據的基本原理,以及如何將探索性數據分析(Exploratory Data Analysis)等技術應用於此。接著,我們深入探討空間操作,例如計算距離、面積、範圍、質心、緩衝多邊形、相交幾何、地理編碼等,這些操作為位置數據增添了額外的上下文。接下來,您將學習如何使用 Python 快速構建和部署地理圍欄系統。最後,您將學習如何在流行的推薦系統中利用地理空間分析技術,例如協同過濾和基於位置的推薦等。

到本書結束時,您將能輕鬆地進行地理空間分析,成為一位專家。