SQL for Data Analytics - Third Edition: Harness the power of SQL to extract insights from data
暫譯: 數據分析的 SQL - 第三版:利用 SQL 的力量從數據中提取洞察
Shan, Jun, Goldwasser, Matt, Malik, Upom
- 出版商: Packt Publishing
- 出版日期: 2022-08-29
- 售價: $1,800
- 貴賓價: 9.5 折 $1,710
- 語言: 英文
- 頁數: 540
- 裝訂: Quality Paper - also called trade paper
- ISBN: 180181287X
- ISBN-13: 9781801812870
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相關分類:
SQL、Data Science
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商品描述
Take your first steps to becoming a fully qualified data analyst by learning how to explore complex datasets
Key Features:
- Master each concept through practical exercises and activities
- Discover various statistical techniques to analyze your data
- Implement everything you've learned on a real-world case study to uncover valuable insights
Book Description:
Every day, businesses operate around the clock, and a huge amount of data is generated at a rapid pace. This book helps you analyze this data and identify key patterns and behaviors that can help you and your business understand your customers at a deep, fundamental level.
SQL for Data Analytics, Third Edition is a great way to get started with data analysis, showing how to effectively sort and process information from raw data, even without any prior experience.
You will begin by learning how to form hypotheses and generate descriptive statistics that can provide key insights into your existing data. As you progress, you will learn how to write SQL queries to aggregate, calculate, and combine SQL data from sources outside of your current dataset. You will also discover how to work with advanced data types, like JSON. By exploring advanced techniques, such as geospatial analysis and text analysis, you will be able to understand your business at a deeper level. Finally, the book lets you in on the secret to getting information faster and more effectively by using advanced techniques like profiling and automation.
By the end of this book, you will be proficient in the efficient application of SQL techniques in everyday business scenarios and looking at data with the critical eye of analytics professional.
What You Will Learn:
- Use SQL to clean, prepare, and combine different datasets
- Aggregate basic statistics using GROUP BY clauses
- Perform advanced statistical calculations using a WINDOW function
- Import data into a database to combine with other tables
- Export SQL query results into various sources
- Analyze special data types in SQL, including geospatial, date/time, and JSON data
- Optimize queries and automate tasks
- Think about data problems and find answers using SQL
Who this book is for:
If you're a database engineer looking to transition into analytics or a backend engineer who wants to develop a deeper understanding of production data and gain practical SQL knowledge, you will find this book useful. This book is also ideal for data scientists or business analysts who want to improve their data analytics skills using SQL.
Basic familiarity with SQL (such as basic SELECT, WHERE, and GROUP BY clauses) as well as a good understanding of linear algebra, statistics, and PostgreSQL 14 are necessary to make the most of this SQL data analytics book.
商品描述(中文翻譯)
踏出成為合格資料分析師的第一步,學習如何探索複雜的數據集
主要特點:
- 透過實踐練習和活動掌握每個概念
- 發現各種統計技術來分析您的數據
- 在真實案例研究中實施您所學的所有知識,以揭示有價值的見解
書籍描述:
每天,企業都在不斷運作,並且以快速的速度生成大量數據。本書幫助您分析這些數據,識別關鍵模式和行為,幫助您和您的企業深入理解客戶的基本需求。
《SQL for Data Analytics》第三版是開始進行數據分析的絕佳方式,展示了如何有效地從原始數據中排序和處理信息,即使沒有任何先前的經驗。
您將首先學習如何形成假設並生成描述性統計,這些統計可以提供對現有數據的關鍵見解。隨著進展,您將學習如何撰寫 SQL 查詢,以聚合、計算和結合來自當前數據集以外的 SQL 數據。您還將發現如何處理高級數據類型,如 JSON。通過探索高級技術,如地理空間分析和文本分析,您將能夠更深入地理解您的業務。最後,本書讓您了解如何通過使用高級技術,如剖析和自動化,更快、更有效地獲取信息的秘密。
在本書結束時,您將熟練掌握在日常商業場景中有效應用 SQL 技術,並以分析專業人士的批判性眼光看待數據。
您將學到的內容:
- 使用 SQL 清理、準備和結合不同的數據集
- 使用 GROUP BY 子句聚合基本統計
- 使用 WINDOW 函數執行高級統計計算
- 將數據導入數據庫以與其他表結合
- 將 SQL 查詢結果導出到各種來源
- 分析 SQL 中的特殊數據類型,包括地理空間、日期/時間和 JSON 數據
- 優化查詢和自動化任務
- 思考數據問題並使用 SQL 找到答案
本書適合誰:
如果您是一位希望轉型為分析的資料庫工程師,或是一位希望深入了解生產數據並獲得實用 SQL 知識的後端工程師,您會發現本書非常有用。本書也非常適合希望使用 SQL 改進數據分析技能的數據科學家或商業分析師。
對 SQL 的基本熟悉(例如基本的 SELECT、WHERE 和 GROUP BY 子句)以及對線性代數、統計學和 PostgreSQL 14 的良好理解是充分利用本 SQL 數據分析書籍所必需的。