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所在平台: Coursera |
课程主页: https://www.coursera.org/learn/data-analysis-sql
课程评论:没有评论
课程名称:使用SQL进行数据分析 课程概述:在这个全面的课程中,您将踏上掌握通过SQL分析数据的艺术的转型之旅。SQL是用于管理和操纵关系型数据库中数据的强大工具。在整个课程中,您将获得从数据库中高效提取相关数据的基本技能,从而轻松应对大量信息。 主要内容: 1. **数据分析导论**:学习SQL的关键方面和应用,包括Excel的局限性,以及不同类型数据库的定义。课程开始于伪代码练习,学习者将掌握基本SQL查询,如SELECT、FROM、COUNT和DISTINCT等。 2. **单表数据分析**:掌握在单个表中使用SQL查询进行数据分析的技能。通过多种SQL查询技术,学生将学习如何高效检索、操纵和聚合数据,并在实践中应用所学知识,包括关键词如WHERE、LIMIT、AVG、MAX和MIN等。 3. **单表的高级函数**:提升学生使用高级SQL函数进行全面数据分析的能力。课程将深入介绍诸如字符串函数(如SUBSTRING、CONCAT)、日期时间函数(如DATEADD和DATEDIFF)等,同时通过实际练习和案例研究来强化问题解决技能。 4. **多表分析**:学习如何处理复杂数据结构,利用JOIN操作,理解子查询的复杂性及不同类型键的意义。此外,还将介绍规范化的基本概念,为数据库设计奠定基础。 5. **SQL中的CRUD操作**:学习表的各种操作,超越查询的基本知识,掌握创建表、修改表结构以及添加和删除列等关键技能。使学习者能够处理数据操作任务,维护数据库的完整性,并优化数据组织。 通过本课程的学习,您将能够熟练地使用SQL进行数据分析,提取有价值的见解。
Name:Introduction to Data Analysis using SQL
Description:This module aims to introduce the key aspects and applications of SQL. The first module will cover the limitations of excel (via the story of a data scientist) as well as define the different types of databases. Post installation the learners will go through a pseudo code exercise wherein the learner will also learn elementary SQL queries to retrieve data, using keywords such as SELECT, FROM, COUNT, DISTINCT etc.
Name:Data Analysis with SQL on a Single Table
Description:This module is designed to empower users with comprehensive skills in analysing data within a single table using SQL queries. By delving into various SQL querying techniques, students will gain proficiency in efficiently retrieving, manipulating, and aggregating data. The students will get acquainted with keywords such as WHERE, LIMIT, AVG, MAX, MIN etc. The module goes beyond theoretical concepts by providing practical exercises and a case study, allowing users to apply what they've learnt in a real-world scenario.
Name:Advanced functions on Single Tables in SQL
Description:This module will enhance a learner's proficiency in utilising advanced SQL functions for comprehensive data analysis. Throughout this module, students will delve into a diverse range of robust SQL functions, including string functions such as SUBSTRING, CONCAT, date/time functions like DATEADD and DATEDIFF, case operators, and branching logic. The module will also incorporate practical exercises and an engaging case study, enabling students to further strengthen their problem-solving skills and gain hands-on experience in applying these functions in real-life scenarios.
Name:Analyzing Multiple Tables in SQL
Description:In this module the learner will gain valuable skills to navigate complex data structures, harness the power of JOIN operations, grasp the intricacies of subqueries, and comprehend the significance of different types of keys. Additionally, they will be introduced to the fundamental concept of normalisation, which plays a vital role in database design. By the conclusion of this module, students will possess the expertise to make informed decisions by extracting insights from joined datasets.
Name:CRUD Operations in SQL
Description:In this module, learners will dive deeper into various table operations, expanding their knowledge beyond just querying. They will learn essential skills, including creating tables, modifying table structures, adding and deleting columns, and implementing table constraints. These essential concepts and techniques will empower learners to handle data manipulation tasks, maintain robust databases, and optimise data organisation.
In this comprehensive course, you will embark on a transformative journey to master the art of analyzing data through SQL. SQL is a powerful tool used for managing and manipulating data in relational databases. Throughout this course, you will acquire the essential skills to efficiently extract relevant data from databases, empowering you to navigate through vast amounts of information with ease. With a focus on practical application, you will delve into the world of data analysis, discoveri