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Data Visualization with Python · LearnSpace
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Data Visualization with Python

Курс от Duke University
Средний≈ 9.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In today's data-driven world, the ability to create compelling visualizations and tell impactful stories with data is a crucial skill. This comprehensive course will guide you through the process of visualization using coding tools with Python, spreadsheets, and BI (Business Intelligence) tooling. Whether you are a data analyst, a business professional, or an aspiring data storyteller, this course will provide you with the knowledge and best practices to excel in the art of visual storytelling. Throughout the course, a consistent dataset will be used for exercises, enabling you to focus on mastering the visualization tools rather than getting caught up in the intricacies of the data. The emphasis is on practical application, allowing you to learn and practice the tools in a real-world context. To fully leverage the Python sections of this course, prior experience programming in Python is recommended. Additionally, a solid understanding of high-school level math is expected. Familiarity with the Pandas library will also be beneficial. By the end of this course, you will possess the necessary skills to become a proficient data storyteller and visual communicator. With the ability to create compelling visualizations and leverage the appropriate tools, you will be well-equipped to navigate the world of data and make informed decisions that drive meaningful impact.

Навыки, которые вы освоите

Interactive Data VisualizationSeabornGoogle SheetsTableau SoftwareDashboard CreationMatplotlibData StorytellingScatter PlotsHistogramDashboardCloud ApplicationsPlotlyData VisualizationPlot (Graphics)Data PresentationMicrosoft ExcelPython ProgrammingData AnalysisBusiness CommunicationData Visualization Software

Программа курса

4 модулей · 97 учебных материалов

01Data Visualization Fundamentals24 материалов

Getting Started with Data Visualization

Course StructureЧтениеMeet your Instructor: Matt HarrisonЧтениеGetting Started with Data VisualizationВидеоCommon Plots RefresherЧтение

Учитесь у экспертов

Matt Harrison

Преподаватель курса

Noah Gift

Executive in Residence and Founder of Pragmatic AI Labs

Kennedy Behrman

Senior Data Engineer

Data Visualization with Python
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Обучение на Coursera

≈ 9.4 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Пушту, Испанский, Дари, Японский, Малайский

Часть программы вашего университета
Meet and Greet (optional)Обсуждение
Report a problem with the courseЧтение

Excel and Clean Charts

Getting Ready: Accessing Microsoft ExcelЧтениеIntroduction to Excel for VisualizationВидеоCreating a Line Plot in ExcelВидеоCreating a Histogram in ExcelВидеоCreating a Scatterplot in ExcelВидеоCreating a Bar Plot in ExcelВидеоMinimizing Clutter in VisualizationsВидеоPlotting Exercise: ExcelЧтение

Google Sheets and Color

Getting Ready: Accessing Google SheetsЧтениеIntroduction to Sheets for VisualizationВидеоCreating a Line Graph in SheetsВидеоCreating a Histogram in SheetsВидеоCreating a Scatterplot in SheetsВидеоCreating Bar Plot in SheetsВидеоOptimizing Color for VisualizationsВидеоPlotting Exercise: Google SheetsЧтение

Data Visualization Fundamentals with Excel and Sheets Wrap Up

Data Visualization Fundamentals with Excel and SheetsЗаданиеPlotting Exercise DiscussionОбсуждение
02Pandas, Seaborn and Matplotlib28 материалов

Plotting with Pandas and Chaining

Getting Ready: Accessing Python and PandasЧтениеExploring Basic PlotsВидеоCleaning your DataВидеоCreating a Line Plot with PandasВидеоCreating a Bar Plot with PandasВидеоCreating a Scatterplot with PandasВидеоCreating More Complicated Plots with PandasВидеоCreating a Heatmap with PandasВидеоCreating a Slope Graph with PandasВидеоChaining Methods with PandasВидеоPandas Resample, Groupby, and Rolling (optional)ЧтениеPlotting Exercise: PandasЧтение

Plotting with Seaborn

Getting Ready: Installing SeabornЧтениеIntroduction to the Seaborn LibraryВидеоCreating a Line Plot with SeabornВидеоCreating a Bar Plot with SeabornВидеоCreating a Scatterplot with SeabornВидеоCreating a Heatmap with SeabornВидео

Customizing Matplotlib

Getting Ready: Installing Matplotlib LibrariesЧтениеIntroduction to Matplotlib in PythonВидеоCustomizing Text with MatplotlibВидеоCustomizing Color with MatplotlibВидеоCustomizing Axes with MatplotlibВидеоPlotting Exercise: MatPlotLibЧтение

Data Visualization with Pandas, Seaborn and Matplotlib Wrap Up

Data Visualization with Pandas, Seaborn and MatplotlibЗаданиеPlotting Exercise DiscussionОбсуждение
03Plotly, Dash and Streamlit23 материалов

Plotting with Plotly

Getting Ready: Accessing PlotlyЧтениеIntroduction to PlotlyВидеоCreating a Line Plot with PlotlyВидеоCreating a Bar Plot with PlotlyВидеоCreating a Scatterplot with PlotlyВидеоCreating a Heatmap with PlotlyВидеоCreating a Slope Graph with PlotlyВидеоPlotting Exercise: PlotlyЧтение

Dash

Getting Ready: Accessing DashЧтениеIntroduction to DashВидеоCreating a Line Plot with DashВидеоCreating a Bar Plot with DashВидеоCreating a Scatterplot with DashВидеоPlotting Exercise: DashЧтение

Streamlit

Getting Ready: Accessing StreamlitЧтениеIntroduction to StreamlitВидеоCreating a Line Plot with StreamlitВидеоCreating a Bar Plot with StreamlitВидеоConnecting a Widget to a Plot in StreamlitВидеоCreating a Scatterplot with StreamlitВидео

Plotly, Dash and Streamlit Wrap Up

Data Visualization with Plotly, Dash and StreamlitЗаданиеPlotting Exercise DiscussionОбсуждение
04Visualization with Cloud-Based Tools: Tableau and Amazon Quicksight22 материалов

Tableau

Getting Ready: Accessing TableauЧтениеIntroduction to TableauВидеоCreating a Line Plot with TableauВидеоCreating a Histogram with TableauВидеоCreating a Scatterplot with TableauВидеоCreating a Bar Plot with TableauВидеоCreating a Plot Dashboard in TableauВидеоTableau SummaryВидеоPlotting Exercise: TableauЧтение

QuickSight

Getting Ready: Accessing Amazon QuickSightЧтениеIntroduction to QuickSightВидеоCreating a New Dataset in QuickSightВидеоCreating a Line Plot with QuickSightВидеоCreating a Histogram with QuickSightВидеоCreating a Scatterplot with QuickSightВидео

Tableau and Amazon Quicksight Wrap Up

Visualization with Cloud-Based Tools: Tableau and Amazon QuicksightЗаданиеPlotting Exercise DiscussionОбсуждениеNext StepsЧтениеShare your learning experienceЧтение
Creating a Slope Graph with SeabornВидео
Plotting Exercise: SeabornЧтение
Plotting Exercise: StreamlitЧтение
Creating a Bar Plot with QuickSightВидео
Sharing your Plots with QuickSightВидео
Plotting Exercise: QuickSightЧтение