Bundle Course – Data Visualization in Python and R – Course Syllabus

Data Visualization in Python – Course Syllabus

Introduction to Data Visualization

• What is data visualization
• Benefits of data visualization
• Importance of data visualization
• Top Python Libraries for Data Visualization

Matplotlib

• Introduction to Matplotlib
• Install Matplotlib with pip
• Basic Plotting with Matplotlib
• Plotting two or more lines on the same plot

Numpy and Pandas

• What is numpy?
• Why use numpy?
• Installation of numpy
• Example of numpy
• What is a panda?
• Key features of pandas
• Python Pandas - Environment Setup
• Pandas – Data Structure with example

Data Visualisation tools

• Bar chart
• Histogram
• Pie Chart

More Data Visualisation tools

• Scatter Plot
• Area Plot
• Stacked Area Plot
• Box Plot

Advanced data Visualisation tools

• Waffle Chart
• Word Cloud
• HEAT MAP

Specialized data Visualisation tools (Part-I)

• Bubble charts
• Contour plots
• Quiver Plot

Specialized data Visualisation tools (Part-II)

•     Three-Dimensional Plotting in Matplotlib
•     3D Line Plot
• 3D Scatter Plot
•     3D Contour Plot
•     3D Wireframe Plot
•     3D Surface Plot

Seaborn

• Introduction to seaborn
• Seaborn Functionalities
• Installing seaborn
• Different categories of plot in Seaborn
• Some basic plots using seaborn

Data Visualisation using Seaborn

• Strip Plot
• Swarm Plot
• Plotting Bivariate Distribution
• Scatter plot, Hexbin plot, KDE, Regplot
• Visualizing Pairwise Relationship
• Box plot, Violin Plots, Point Plot

Project on Data Visualisation using Python

Data Visualisation in R – Course Syllabus

• What is data visualization?
• Selecting right chart type
• Importance of data visualization & its benefits
• Applications of DATA Visualization
• R Programs for Scatterplot, Histogram, Bar & Stacked bar chart, boxplot, heatmap, line chart, density plot, pie chart

Data Visualisation with ggplot2 package

• What is ggplot2

-          Plotting with ggplot2

-          Building your plots iteratively

-          Univariate distributions & bar plot

-          Annotation with ggplot2

-          Axis manipulation

-          Density plot

More Data Visualisation tools in R

• Text mining and word cloud
• Radar chart
• Waffle chart
• Area Chart
• Correlogram

Project on Data Visualisation in R