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所在平台: Udemy |
课程主页: https://www.udemy.com/course/hands-on-covid-19-data-analysis-visualization-deployment/
课程评论：没有评论
Coursera 课程“数据科学：COVID-19 数据分析、可视化与部署”是一门实操性课程，旨在教授学员如何处理、分析、可视化并最终部署 COVID-19 的相关数据。课程内容涵盖了从数据导入、理解、预处理到特征工程的全过程。 学员将学习使用 Plotly 库创建各种交互式图表，包括气泡图、条形图和折线图，以便直观地展示全球各国的确诊、死亡和康复病例趋势，并支持用户实时交互。课程还将教授如何将 COVID-19 数据绘制在世界地图上，以可视化全球疫情的传播情况。 此外，本课程还将带领学员构建一个可视化的 COVID-19 数据仪表板，并学习使用 Voilà 将 Jupyter Notebook 部署为交互式 Web 应用。最后，课程会指导学员如何将项目托管到 GitHub 和 Heroku 等云平台。 完成课程后，学员将获得 AutomationGig 的结业证书，并能获得课程所需的 Jupyter Notebook 和其他项目支持文件。这是一门性价比极高的课程，适合希望掌握数据分析和可视化这两种 21 世纪热门技能的学习者。
This course is about Data Analysis, Visualization on COVID19 data (from authentic and reputed source which is updated daily) & Deployment. This course will teach you everything you need to know from Data Analysis Visualization to deploying it on Cloud platforms.This course will walk you through the initial data analysis and understanding, data preparation and feature engineering techniques. We will use Plotly which helps us in creating beautiful graphs, hence we will be learning to use Plotly for data visualization mainly we will use Bubble Charts, Bar Charts and Line Plots.We will also learn techniques to create an interactive feature which will help us to interact with our graphs, changing value at runtime, this will help the users to better interact and play around with the data real time.We will learn to plot the COVID19 data on world map.At the end we will learn to deploy the same on Cloud.Please note that this is a hands on course that means I will code and then you will code.I have split and segregated the entire course in Tasks below, for ease of understanding of what will be covered.Task 1: Importing LibrariesTask 2: Loading the data from source (the data source is updated every 24 hours)Task 3: Data UnderstandingTask 4: Data PreparationTask 5: Extracting the overall worldwide status counts.Task 6: Performing Feature Engineering.Task 7: Aggregating and visualizing the top n countries having highest new confirmed cases using Plotly Bubble Charts.Task 8: Aggregating and visualizing the top n countries having highest new death cases using Plotly Bubble Charts.Task 9: Aggregating and visualizing the top n countries having highest new recovered cases using Plotly Bubble Charts.Task 10: Visualizing the trend of confirmed cases over time using Plotly Line Charts.(Option to select country from drop down)Task 11: Visualizing the trend of death cases over time using Plotly Line Charts.(Option to select country from drop down)Task 12: Visualizing the trend of recovered cases over time using Plotly Line Charts.(Option to select country from drop down)Task 13: Table chart to showcase the top n countries (where n can be changed at chart level) sorted by confirmed cases in Descending order.Task 14: Table chart to showcase the Confirmed/Death/Recovered/Active cases for a country (where the country name can be changed at UI level).Task 15: Visualizing the top n worst hit countries (where n can be changed at chart level) with respect to confirmed cases in descending order using Plotly Bar Charts.Task 16: Visualizing the top n worst hit countries (where n can be changed at chart level) with respect to death cases in descending order using Plotly Bar Charts.Task 17: Visualizing the top n worst hit countries (where n can be changed at chart level) with respect to active cases in descending order using Plotly Bar Charts.Task 18: Visualizing the top n countries (where n can be changed at chart level) with respect to recovered cases in descending order using Plotly Bar Charts.Task 19: Visualizing the global spread of COVID19 on world map.Task 20: Preparing a separate notebook for COVID19 Dashboard containing only the data analysis and visualization graphs.Task 21: What is Voila and Installation steps.Task 22: How to run your notebook on Voila Server in your local machine.Task 23: Pushing your project to GitHub repository.Task 23: Hosting your project on Heroku Platform for free.Data Analysis and Visualization is the most demanded skill of the 21st century and this skill can be yours just for the price of lunch.You will receive:1. Certificate of completion from AutomationGig.2. The Jupyter notebook are provided at the end of the course in the resource section.3. All other supporting project files are provided at the end of the course in the resource section.So what are you waiting for?Grab a cup of coffee, click on the ENROLL NOW Button and start learning the most demanded skill of the 21st century. We'll see you inside the course![Please note that this course and its related contents are for educational purpose only]Happy Learning!!
