Seaborn Python Tutorial

Overview

Dive into a comprehensive 2.5-hour video tutorial on Seaborn, a powerful Python data visualization library. Learn the fundamentals of Seaborn, from installation to advanced techniques. Explore various plot types including scatter plots, line charts, categorical plots, and distribution visualizations. Master the creation of multiple plots, analyze univariate and bivariate distributions, and implement linear regression models. Discover how to work with FacetGrid and PairGrid, customize aesthetics, and utilize color palettes effectively. Gain practical skills in data visualization through hands-on examples and step-by-step guidance, enabling you to create insightful and visually appealing statistical graphics with Seaborn.

Syllabus

Intro to seaborn | Features of seaborn | Seaborn video tutorial.
Seaborn basic examples | Seaborn video tutorial.
How to install Seaborn | Seaborn video tutorial.
How to generate scatter plots effectively using relplot | Seaborn video tutorial.
How to create Line charts with different styles | Seaborn video tutorial | Seaborn video tutorial.
How to display relationship between variables with multiple plots | Seaborn video tutorial.
Categorical scatter plots strip plots and swarm plots | Seaborn video tutorial.
categorical distribution plots box plots violin plots | Seaborn video tutorial.
categorical estimated plots | count bar plots | Seaborn video tutorial.
Multiple plots using call and row parameters | Seaborn video tutorial.
Different types of seaborn tools to analyze univarite distributions | Seaborn video tutorial.
Different types of seaborn tools to analyze bivarite distributions | Seaborn video tutorial.
Pairwise relationships in datasets and series visualizing the distribution of a dataset.
Pairwise relationships in datasets and series visualizing the distribution of a dataset.
How to implement Linear regression using seaborn | Seaborn video tutorial.
How to implement different types of regression models using seaborn | Seaborn video tutorial.
How to add the third variable in the regression line and how it influences other variables.
How to work with Facetgrid in seaborn | Seaborn video tutorial.
How to define custom function and using in map method of facet grid | Seaborn video tutorial.
Intro to pair grids in seaborn | Seaborn video tutorial.
How to work with seaborn figure Aesthetics | Seaborn video tutorial.
Seaborn color palettes | Seaborn video tutorial.