Mastering Plotly and Dash Data Visualization with Python

This course provides a comprehensive beginner through to advanced learning pathway to gain skills in data visualization with both Plotly and Dash in Python.

Beginner

73 Lessons

18h

Certificate of Completion

This course provides a comprehensive beginner through to advanced learning pathway to gain skills in data visualization with both Plotly and Dash in Python.

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Explanations

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This course includes

2 Projects

245 Playgrounds

8 Quizzes

This course includes

2 Projects

245 Playgrounds

8 Quizzes

Course Overview

Discover the compelling universe of Plotly and Dash, versatile Python libraries that enable interactive data visualization and web dashboard applications. These tools are essential for anyone seeking to effectively communicate data narratives and build interactive data visualizations. You'll explore Plotly’s robust data visualization capabilities. You’ll create plots for univariate, bivariate and multivariate analysis before customizing and adding interactivity, using real world datasets. Then, you’ll buil...Show More

TAKEAWAY SKILLS

Data Visualization

Plotting

Graph

Python Programming

Machine Learning

What You'll Learn

Proficiency in dynamic data visualization using Plotly including customizations and advanced features

Comprehensive understanding of various analysis techniques (univariate, bivariate, multivariate) with Plotly

Hands-on experience with creating interactive dashboards using Dash including web application development

The ability to transform complex data into insightful and interactive narratives using Plotly and Dash for data-driven insights

What You'll Learn

Proficiency in dynamic data visualization using Plotly including customizations and advanced features

Course Content

Introduction and Univariate Analysis

Introduction to the Course

The Plotly Layout (from Express to Graph Objects)Categorical Univariate Analysis Exercise: Categorical Univariate Analysis Numeric Univariate Analysis Cumulative Univariate Analysis Exercise: Cumulative Univariate Analysis Quiz: Introduction and Univariate Analysis

Exploratory Data Analysis - Bivariate and Multivariate Analysis

Continuous vs Categorical Bivariate Analysis: Boxplot & Histogram Continuous vs. Categorical Bivariate Analysis: ECDF & Violin Plot Exercise: Continuous vs. Categorical Bivariate Analysis Continuous vs. Continuous Bivariate Analysis: Scatter and Bubble Correlation Matrices Two-Dimensional Histograms Line and Multi-Line Charts Quiz: Bivariate and Multivariate Analysis

Customizing Plots

Title and Axes Exercise: Titles and Axes Adding and Customizing Legends Sizing and Colors Exercise: Sizing and Colors Interactive Hover Adding Custom Annotations Quiz: Customizing Plots

Advanced Customization

Subplots Advanced Subplots Exercise: Advanced Subpots Layering Plots Quiz: Advanced Customization

Interactivity in Plotly

Date Buttons on Line Charts Exercise: Data Buttons on Line Charts Adding Customised Sliders Exercise: Adding Customised Sliders Custom Buttons and Dropdown Menus Exercise: Custom Buttons and Dropdown Menus Quiz: Interactivity in Plotly

Visualizing Machine Learning Models with Plotly

7 Lessons

Global Energy Consumption Visualization

Project

Introducing Dash

4 Lessons

Dash Layout

6 Lessons

Dash Styling

3 Lessons

Dash Callbacks

7 Lessons

User Interactivity in Dash

3 Lessons

Tabular data in Dash DataTable

6 Lessons

Global Energy Consumption Dashboard

Project

Conclusion

1 Lesson

Course Author

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Anthony Walker

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Emma Bostian 🐞

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Evan Dunbar

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Carlos Matias La Borde

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Vinay Krishnaiah

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Eric Downs

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Anthony Walker

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Emma Bostian 🐞

@EmmaBostian

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