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3D Visualization with Matplotlib

Create stunning 3D visualizations that bring data to life!

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3D Visualization with Matplotlib
3 Modules

Course Curriculum

3 Modules · 9 Chapters · 9 Topics · 69 Sub-topics

01
Foundation
3 Chapters · 3 Topics · 18 Sub-topics
Introduction to Matplotlib
1 Topics
Introduction to Matplotlib
5 Sub-topics
What is Matplotlib and Why Use It
Installing Matplotlib and Verifying Setup
Understanding Pyplot vs Object-Oriented Interface
Your First Plot - Hello Matplotlib
Jupyter Notebook Integration and Magic Commands
Basic Plotting Fundamentals
1 Topics
Basic Plotting Fundamentals
6 Sub-topics
Understanding plot() Function Basics
Creating Simple Line Plots
Plotting Multiple Lines on One Graph
Setting X and Y Axis Data
Understanding Matplotlib's State Machine
Quick Styling with Format Strings
Figure and Axes Architecture
1 Topics
Figure and Axes Architecture
7 Sub-topics
Understanding Figure Objects
Understanding Axes Objects
Creating Figures with plt.figure()
Creating Figures with plt.subplots()
Figure Size and DPI Settings
Axes vs Axis - Clearing the Confusion
The Anatomy of a Matplotlib Plot
02
3D Fundamentals
2 Chapters · 2 Topics · 17 Sub-topics
3D Plotting with Matplotlib
1 Topics
3D Plotting with Matplotlib
9 Sub-topics
Setting Up 3D Axes
3D Line Plots
3D Scatter Plots
3D Surface Plots
Wireframe Plots
3D Contour Plots
3D Bar Plots
Viewing Angle and Rotation
3D Plot Styling
Heatmaps and 2D Representations
1 Topics
Heatmaps and 2D Representations
8 Sub-topics
Creating Heatmaps with imshow()
Creating Heatmaps with pcolor() and pcolormesh()
Adding Color Bars and Labels
Custom Color Maps
Interpolation Methods
Contour Plots
Filled Contour Plots
Contour Labels and Customization
03
Advanced 3D Techniques
4 Chapters · 4 Topics · 34 Sub-topics
Customizing Plot Appearance
1 Topics
Customizing Plot Appearance
9 Sub-topics
Setting Plot Titles
Axis Labels and Font Properties
Tick Customization - Location and Labels
Tick Formatting - Numbers and Dates
Axis Limits and Ranges
Axis Scales - Linear, Log, Symlog
Spine Customization
Removing Spines and Ticks
Plot Styles and Style Sheets
Working with Colors and Colormaps
1 Topics
Working with Colors and Colormaps
9 Sub-topics
Color Specification Methods
Named Colors and Color Codes
Built-in Colormaps Overview
Sequential Colormaps
Diverging Colormaps
Qualitative Colormaps
Creating Custom Colormaps
Color Normalization
Colorblind-Friendly Palettes
Animations in Matplotlib
1 Topics
Animations in Matplotlib
8 Sub-topics
Understanding Animation Architecture
FuncAnimation Basics
Creating Simple Animations
Updating Line Plots in Animations
Animating Scatter Plots
Saving Animations as Video Files
Saving Animations as GIFs
Animation Performance Optimization
Saving and Exporting Plots
1 Topics
Saving and Exporting Plots
8 Sub-topics
Saving Figures with savefig()
File Formats - PNG, JPG, PDF, SVG
DPI and Resolution Settings
Transparent Backgrounds
Bbox and Tight Layout in Saving
Multi-Page PDFs
Vector vs Raster Formats
Optimizing File Size

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