Go Beyond the Numbers: Translate Data into Insights

所在平台: Coursera

课程主页: https://www.coursera.org/learn/go-beyond-the-numbers-translate-data-into-insight

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课程简介

课程名称:超越数字:将数据转化为洞察力 课程概述:这是谷歌高级数据分析证书中七门课程的第三门。在本课程中,您将学习如何在数据中寻找故事,并以引人入胜的方式讲述这个故事。您将了解数据专业人士如何利用故事讲述更好地理解数据,并将关键洞察传达给团队成员和利益相关者。您还将实践探索性数据分析(EDA),并学习如何创建有效的数据可视化。 授课教师:当前在该领域工作的谷歌员工 课程大纲: 1. **寻找并分享数据故事**:学习在数据中寻找故事并与受众分享的技巧,了解数据清洗的方法及其对发现故事的重要性,掌握EDA的步骤以及不同的数据可视化方法以有效传达关键洞察。 2. **探索原始数据**:通过EDA整理和解释原始数据,使用Python快速有效地执行数据发现与雕刻的实践。 3. **清洗数据**:深入三种EDA实践:清洗、合并和验证数据,了解这些实践对数据分析的重要性,使用Python进行数据的清洗、验证和合并操作。 4. **数据可视化与展示**:练习以道德、可及和专业的方式创建和展示数据故事,同时探索Tableau中的高级数据可视化技术。 5. **课程末期项目**:在这个期末项目中,您将使用Python对工作场景数据集进行EDA,随后使用Python和Tableau进行数据可视化。 通过本课程,您将能够更好地理解和解释数据,从而在数据分析领域中脱颖而出。

课程大纲

Name:Find and share stories using data

Description:You’ll learn how to find the stories within data and share them with your audience. You’ll learn about the methods and benefits of data cleaning and how it can help you discover those stories. You’ll also go over the steps of the EDA process and learn how EDA can help you quickly understand data. Finally, you'll explore different ways to visualize data to communicate key insights.

Name:Explore raw data

Description:Finding stories in data using EDA is all about organizing and interpreting raw data. Python can help you do this quickly and effectively. You’ll learn how to use Python to perform the EDA practices of discovering and sculpting.

Name:Clean your data

Description:You’ll explore three more EDA practices: cleaning, joining, and validating. You'll discover the importance of these practices for data analysis, and you’ll use Python to clean, validate, and join data.

Name:Data visualizations and presentations

Description:You’ll practice creating and presenting data stories in an ethical, accessible, and professional way. You'll also explore advanced data visualization techniques in Tableau.

Name:Course 3 end-of-course project

Description:In this end-of-course project, you’ll practice using Python to perform EDA on a workplace scenario dataset. Then, you'll use Python and Tableau to visualize the data.

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课程详情

This is the third of seven courses in the Google Advanced Data Analytics Certificate. In this course, you’ll learn how to find the story within data and tell that story in a compelling way. You'll discover how data professionals use storytelling to better understand their data and communicate key insights to teammates and stakeholders. You'll also practice exploratory data analysis and learn how to create effective data visualizations. Google employees who currently work in the field will guid

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