Python Data Visualization: Matplotlib & Seaborn Masterclass

سرفصل های دوره

Bring your data to LIFE and master Python's most popular data analytics & visualization libraries: Matplotlib & Seaborn

1. Getting Started

1. Course Structure & Outline

2. READ ME Important Notes for New Students.html

3.1 Data Viz with Matplotlib & Seaborn.zip

3.2 Python Data Visualization.pdf

3. DOWNLOAD Course Resources.html

4. Introducing the Course Project

5. Setting Expectations

6. Jupyter Installation & Launch

2. Intro to Data Visualization

1. Why Visualize Data

2. 3 Key Questions

3. Essential Visuals

4. Chart Formatting & Storytelling

5. Common Visualization Mistakes

6. Key Takeaways

7. QUIZ Intro to Data Visualization.html

3. Matplotlib Fundamentals

1. Intro to Matplotlib

2. Plotting Methods

3. Plotting DataFrames

4. ASSIGNMENT Plotting DataFrames

5. SOLUTION Plotting DataFrames

6. Anatomy of a Matplotlib Figure

7. Chart Titles & Font Sizes

8. Chart Legends

9. Line Styles

10. Axis Limits

11. Figure Sizes

12. Custom Axis Ticks

13. Vertical Lines

14. Adding Text

15. PRO TIP Text Annotations

16. Removing Borders

17. ASSIGNMENT Formatting Charts

18. SOLUTION Formatting Charts

19. Line Charts

20. Stacked Line Charts

21. Dual Axis Charts

22. ASSIGNMENT Dual Axis Line Charts

23. SOLUTION Dual Axis Line Charts

24. Bar Charts

25. ASSIGNMENT Bar Charts

26. SOLUTION Bar Charts

27. Stacked Bar Charts

28. Grouped Bar Charts

29. Combo Charts

30. ASSIGNMENT Advanced Bar Charts

31. SOLUTION Advanced Bar Charts

32. Pie & Donut Charts

33. ASSIGNMENT Pie & Donut Charts

34. SOLUTION Pie & Donut Charts

35. Scatterplots & Bubble Charts

36. Histograms

37. ASSIGNMENT Scatterplots & Histograms

38. SOLUTION Scatterplots & Histograms

39. Key Takeaways

40. QUIZ Matplotlib Fundamentals.html

4. PROJECT #1 Analyzing the Global Coffee Market

1. Project #1 Introduction

2. Project #1 Solution Walkthrough

5. Advanced Customization

1. Intro to Advanced Customization

2. Subplots

3. ASSIGNMENT Subplots

4. SOLUTION Subplots

5. GridSpec

6. ASSIGNMENT GridSpec

7. SOLUTION GridSpec

8. Color Options

9. Color Palettes

10. ASSIGNMENT Colors

11. SOLUTION Colors

12. Style Sheets

13. ASSIGNMENT Style Sheets

14. SOLUTION Style Sheets

15. rcParameters

16. Saving Figures & Images

17. Key Takeaways

18. QUIZ Advanced Customization.html

6. PROJECT #2 Visualizing Global Coffee Production

1. Project #2 Introduction

2. Project #2 Solution Walkthrough

7. Visualization with Seaborn

1. Intro to Seaborn

2. Basic Formatting Options

3. Bar Charts & Histograms

4. ASSIGNMENT Bar Charts & Histograms

5. SOLUTION Bar Charts & Histograms

6. Box & Violin Plots

7. ASSIGNMENT Box & Violin Plots

8. SOLUTION Box & Violin Plots

9. Linear Relationship Charts

10. Jointplots

11. PairPlots

12. ASSIGNMENT Linear Relationship Charts

13. SOLUTION Linear Relationship Charts

14. Heatmaps

15. ASSIGNMENT Heatmaps

16. SOLUTION Heatmaps

17. FacetGrid

18. Matplotlib Integration

19. Key Takeaways

20. QUIZ Visualization with Seaborn.html

8. PROJECT #3 Analyzing Used Car Sales

1. Project #3 Introduction

2. Project #3 Solution Walkthrough

9. BONUS LESSON

1. BONUS LESSON.html

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تولید کننده: Udemy-Training