This course on Seaborn aims to teach learners how to create various types of plots and visualizations using Seaborn in Python. By the end of the course, students will be able to build different types of plots such as KDE plots, histograms, ECDF plots, box plots, violin plots, swarm plots, scatter plots, line plots, regression plots, heatmaps, cluster maps, bar plots, count plots, pair plots, joint plots, FacetGrids, cat plots, rel plots, dis plots, lm plots, PairGrids, and JointGrids. The course uses a combination of slides, narrative explanations, code demonstrations, and example visuals to help students understand the syntax, styling options, and interpretation of each plot type. This course is suitable for individuals interested in data visualization, particularly those working with Python and data analysis.
Overview
Syllabus
Introduction to Seaborn | How seaborn Python works with matplotlib along with seaborn and pandas.
What is kernel density estimation? And how to build a KDE plot in Python? | Seaborn KDEplot.
Seaborn histplot | How to make a Seaborn histogram plot with Python code.
Seaborn ecdfplot | What is an ECDF plot? And how to code an ECDF plot in Python seaborn.
Seaborn boxplot | Box plot explanation, box plot demo, and how to make a box plot in Python seaborn.
What is a violin plot and how to make a Seaborn violinplot in Python.
Seaborn swarmplot | What is a swarm plot and how do you make a swarmplot with Python seaborn?.
Seaborn stripplot | What is a strip plot and how to make a strip plot in Python seaborn.
Seaborn scatter plot | How to make and style a scatterplot in Python seaborn.
Seaborn lineplot | How to make a Seaborn lineplot and what is bootstrapping in Seaborn?.
Seaborn regplot | What is a regplot and how to make a regression plot in Python Seaborn?.
Seaborn heatmap | How to make a heatmap in Python Seaborn and adjust the heatmap style.
Seaborn clustermap | How the clustermap works and what is the clustermap?.
Seaborn Bar Plot Tutorial | How to make and style a barplot with Seaborn Python.
Seaborn countplot | What is the countplot? | Seaborn countplot vs barplot.
Seaborn pairplot | How to make a pairplot in Python and the Seaborn pairplot interpretation.
Seaborn jointplot | What is a joint plot and how to code a jointplot in Python Seaborn.
Seaborn FacetGrid | How to make Small Multiples with Python Seaborn | Titles, Hue, Legend.
Seaborn catplot | Using catplot kind to create multiple categorical plots with Python Seaborn.
Seaborn relplot | Tutorial on building relational plots with Python Seaborn relplot.
Seaborn displot | What is the displot vs distplot? How to make a Python Seaborn distribution plot.
Seaborn lmplot | Comparing lmplot vs regplot and using the Seaborn lmplot hue and FacetGrid.
Seaborn PairGrid | Compare PairGrid vs pairplot and use seaborn PairGrid map and map_diag.
Seaborn JointGrid | Understanding the jointplot vs jointgrid and the seaborn jointgrid axis.
Seaborn Color Palette Basics | Using named and custom color palettes in Python seaborn.
Taught by
Kimberly Fessel
