Complete Course on Data Visualization, Matplotlib and Python

سرفصل های دوره

1. Introduction

1. Python Data Visualization

2. Statistics arent enough.

3. Why Visualize Data

4. Why Python

5. Python Visualization Eco System

6. Course Objectives

7. Topic outlines

8. Python Check

9. Source Code

2. Visualization Concepts

1. Introduction to Visualization Concepts

2. Aesthetics

3. Data Types

4. Visualization Variables

5. Colors

6. Small Multiple Plots

7. Analysis types

8. Working with Data

3. Matplotlib

1. Introduction to Matplotlib

2. Matplotlib History

3. Matplotlib landscape

4. System Setup

5. Data Set

6. Figure Overview

7. Interface Types

8. Launching notebooks

9. Reading Data

10. Pyplot Example

11. Object Oriented API

12. Histograms

13. Figures And Axes

14. Saving Images

15. Quick References

16. Line Plots

17. Bar Charts

18. Scatter Plots

19. Styles

20. Regressions

21. Customizing Multiple Plots

22. References

23. Summary

4. Pandas

1. Introduction to Pandas

2. Pandas Overview

3. API Overview

4. Basic API Example

5. API Summary

6. Specialized hist and Box Plot API

7. Advanced Specialized Plots

8. Advanced Plot Summary

9. Pandas Conclusion

5. Seaborn

1. Introduction To Seaborn

2. Seaborn Overview

3. Getting Started

4. Figures and Axes level PLot

5. Data Set Changes

6. Displot

7. Catplot

8. Relplot

9. Seaborn API Summary

10. Displot Replot and Facetting

11. Catplot API Summary

12. Specialized plots

13. Heatmap

14. Pair and jointplot

15. Customizing Seaborn Summary

16. Seaborn Summary

6. Altair

1. Introduction to Altair

2. Overview

3. Vega Lite

4. Installing

5. Shorthand API

6. Basic Shorthand API

7. Additional Examples of the Basic API

8. Longhand API

9. Longhand Overview

10. Data Type

11. Type Viz Alterations

12. Concat Charts

13. Faceting

14. layers

15. Multiple Chart Summary

16. Amazon Data Set

17. Amazon Authors

18. Reference Examples

19. Conclusion

7. Plotly

1. Introduction To plotly

2. OverView

3. API Intro

4. Installing

5. Basic Plotting

6. Customizing Map

7. Additional Plot Types

8. API Overview

9. Scatter Plots

10. Line Bar Area

11. Regression treemap Heatmap

12. Facetting

13. Annotations

14. Annotation Summary

15. Conclusion

8. Streamlit

1. introduction to Streamlit

2. Background

3. Installation

4. Basic App Concept

5. Simple App Example

6. Streamlit Running overview

7. API Summary

8. Widget Summary

9. Widget Interactivity

10. User input

11. Show Charts

12. Sidebar Intros

13. Sidebar Detail

14. Conclusion

9. Dash

1. Introduction to Dash

2. Overview

3. Why Dash

4. Getting Started

5. Program Structure

6. First App

7. Running App

8. Component Overview

9. HTML

10. interactive App

11. interactive App Demo

12. Callback reference

13. Final App Overview

14. Full app Part

15. Full App data filtering

16. Full App Demo

17. Advance Topics

18. Conclusion

10. Whole Course Conclusion

1. Course review

2. Objectives

3. Data Vis Concepts

4. Matplotlib

5. pandas

6. Seaborn

7. Altair

8. Plotly

9. Streamlit

10. Dash

11. My Workflow

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تولید کننده: Udemy-Training