Beginner
18h
Mastering Plotly and Dash Data Visualization with Python
Learn Plotly and Dash to build interactive visualizations and dashboards with Python. Explore customization, interactivity, and complex datasets to create dynamic, data-driven applications.
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 build upon and use these skills when learning Dash as you build and customize analytical dashboard apps. You’ll journey through Dash's structure, from understanding layouts and HTML components to mastering Dash styling using CSS. You’ll learn the significance of callback functions, enhancing user interactivity, and experience the power of Dash's DataTable component.
By the end of this course, you'll be able to create engaging visualizations with Plotly and develop interactive web applications using Dash.
Discover the compelling universe of Plotly and Dash, versatile Python libraries that enable interactive data visualization and w...Show More
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
Proficiency in dynamic data visualization using Plotly including customizations and advanced features
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TAKEAWAY SKILLS
Content
1.
Introduction and Univariate Analysis
8 Lessons
Get familiar with using Plotly and Dash for univariate data analysis and visualization.
2.
Exploratory Data Analysis - Bivariate and Multivariate Analysis
8 Lessons
Walk through bivariate and multivariate analysis using various visualization techniques with Plotly.
Continuous vs Categorical Bivariate Analysis: Boxplot & HistogramContinuous vs. Categorical Bivariate Analysis: ECDF & Violin PlotExercise: Continuous vs. Categorical Bivariate AnalysisContinuous vs. Continuous Bivariate Analysis: Scatter and BubbleCorrelation MatricesTwo-Dimensional HistogramsLine and Multi-Line ChartsQuiz: Bivariate and Multivariate Analysis
3.
Customizing Plots
8 Lessons
Work your way through customizing titles, axes, legends, colors, hover info, and annotations in Plotly.
4.
Advanced Customization
5 Lessons
Grasp the fundamentals of advanced customizations in Plotly, focusing on subplots and layering.
5.
Interactivity in Plotly
7 Lessons
Map out the steps for creating interactive Plotly charts with buttons, sliders, and dropdowns.
6.
Visualizing Machine Learning Models with Plotly
7 Lessons
Focus on visualizing regression and classification models, dimensionality reduction with hands-on Plotly tasks.
7.
Introducing Dash
4 Lessons
Practice using Dash to build interactive web apps with components, styling, and callback functions.
8.
Dash Layout
6 Lessons
Step through building responsive Dash applications with HTML, Graph, and Input components.
9.
Dash Styling
3 Lessons
Look at the integration of CSS for styling, utilizing stylesheets, and ensuring consistency in Dash.
10.
Dash Callbacks
7 Lessons
Master the steps to create responsive Dash apps using callback functions and chained callbacks.
11.
User Interactivity in Dash
3 Lessons
Enhance your skills in creating dynamic and interactive Plotly graphs with Dash.
12.
Tabular data in Dash DataTable
6 Lessons
Enhance data interaction with customizable DataTables. Utilize sorting, filtering, styling, and pagination features effectively.
Certificate of Completion
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