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Matplotlib Complete Professional Bootcamp

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Matplotlib Complete Professional Bootcamp

6 Modules

Course Curriculum

6 Modules · 25 Chapters · 26 Topics · 194 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

Line Plots and Customization

1 Topics

Line Plots and Customization

8 Sub-topics

Line Styles - Solid, Dashed, Dotted

Line Width and Transparency

Line Colors - Named, Hex, RGB

Markers - Types and Customization

Marker Size and Edge Properties

Creating Smooth Curves

Plotting Mathematical Functions

Step Plots and Fill Between

Scatter Plots

1 Topics

Scatter Plots

7 Sub-topics

Creating Basic Scatter Plots

Marker Size Variation by Data

Color Mapping by Data Values

Adding Color Bars

Marker Transparency and Overlapping Data

Scatter Plot with Different Marker Types

Bubble Charts

Bar Charts and Variants

1 Topics

Bar Charts and Variants

7 Sub-topics

Vertical Bar Charts

Horizontal Bar Charts

Customizing Bar Width and Colors

Grouped Bar Charts

Stacked Bar Charts

Bar Charts with Error Bars

Adding Value Labels on Bars

Histograms and Distributions

1 Topics

Histograms and Distributions

7 Sub-topics

Creating Basic Histograms

Controlling Bin Number and Width

Histogram Customization and Styling

Multiple Histograms with Transparency

Cumulative Histograms

2D Histograms

Density Plots and KDE Overlays

Pie Charts

1 Topics

Pie Charts

7 Sub-topics

Creating Basic Pie Charts

Exploding Pie Slices

Custom Colors and Patterns

Adding Percentage Labels

Donut Charts

Starting Angle and Direction

When to Use and Avoid Pie Charts

Box Plots and Violin Plots

1 Topics

Box Plots and Violin Plots

7 Sub-topics

Creating Box Plots

Understanding Box Plot Components

Horizontal Box Plots

Multiple Box Plots for Comparison

Customizing Box Plot Appearance

Violin Plots Basics

Box Plots vs Violin Plots

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

Advanced Plot Types

1 Topics

Advanced Plot Types

9 Sub-topics

Stream Plots

Quiver Plots (Vector Fields)

Polar Plots

Radar Charts (Spider Plots)

Stem Plots

Step Plots

Fill Between and Fill Betweenx

Error Bands

Broken Axis Plots

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

Text, Annotations, and Labels

1 Topics

Text, Annotations, and Labels

8 Sub-topics

Adding Text to Plots

Text Positioning and Alignment

Text Properties - Font, Size, Color

Mathematical Expressions with LaTeX

Annotations with Arrows

Annotation Styles and Customization

Automatic Text Positioning

Text Boxes and Boundaries

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

Legends and Grid Customization

1 Topics

Legends and Grid Customization

8 Sub-topics

Creating Basic Legends

Legend Location and Positioning

Legend Customization - Font and Frame

Multiple Legends in One Plot

Custom Legend Entries

Grid Lines - Major and Minor

Grid Styling and Transparency

Customizing Grid Appearance

Subplots and Multiple Plots

1 Topics

Subplots and Multiple Plots

8 Sub-topics

Creating Subplots with plt.subplots()

Creating Subplots with plt.subplot()

Unequal Subplot Sizes with GridSpec

Nested Subplots

Sharing Axes Between Subplots

Tight Layout and Spacing

Subplot Labels and Titles

Creating Inset Plots

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

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

Interactive Features

1 Topics

Interactive Features

8 Sub-topics

Understanding Matplotlib Event System

Mouse Click Events

Keyboard Events

Zoom and Pan Tools

Pick Events and Selection

Cursor and Annotation Updates

Interactive Widgets (Basic)

Connecting Matplotlib with IPython Widgets

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

Performance Optimization

1 Topics

Performance Optimization

8 Sub-topics

Understanding Matplotlib Performance Bottlenecks

Reducing Plot Complexity

Using Blitting for Animations

Rasterization for Complex Plots

Efficient Data Handling

Memory Management

Backend Selection for Performance

Profiling Matplotlib Code

Working with Different Backends

1 Topics

Working with Different Backends

8 Sub-topics

Understanding Matplotlib Backends

Interactive vs Non-Interactive Backends

Selecting Backends

Jupyter Notebook Backends

Web Application Backends

GUI Application Backends

Headless Rendering

Backend-Specific Features

Customizing with rcParams

1 Topics

Customizing with rcParams

8 Sub-topics

Understanding rcParams

Global Parameter Settings

Temporary Parameter Changes

Creating Custom Style Files

Font and Text Parameters

Line and Marker Parameters

Figure and Axes Parameters

Resetting to Defaults

Integration with Other Libraries

1 Topics

Integration with Other Libraries

7 Sub-topics

Matplotlib with NumPy Arrays

Matplotlib with Pandas DataFrames

Plotting Directly from Pandas

Matplotlib with SciPy

Combining with Seaborn

Exporting to Plotly

Integration Best Practices

Real-World Applications and Best Practices

2 Topics

Real-World Applications and Best Practices - Part 1

5 Sub-topics

Scientific Publication Plots

Business Dashboard Components

Data Exploration Workflows

Report Automation

Common Mistakes to Avoid

Real-World Applications and Best Practices - Part 2

5 Sub-topics

Code Organization for Plotting

Documentation and Reproducibility

Testing Plot Functions

Accessibility and Universal Design

Future of Matplotlib and Alternatives

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Matplotlib Complete Professional Bootcamp

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

Start Your Journey Today

Matplotlib Complete Professional Bootcamp

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

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