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Data Visualization and Analysis With Seaborn Library

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1.About the Course

2. Introduction to Seaborn and Statistical Analysis

Overview of Data Visualization, Variables, and their Types Types of Variables in Statistical Analysis Types of Statistical Analysis Getting Started with Seaborn Library Quiz on Variable Concepts

3. Plotting Numerical Data

Introduction to pandas Data Cleaning with pandas Scatter Plots Pair Plots Adding the hue Parameter for Color Encoding Data Visualization with Line Plots Relplots Visualization with Heatmaps Quiz on Plotting Numerical Data

Assessment

Assessment on Plotting Numerical Data

4. Plotting Categorical Data

Visualization with Count Plots

5.Plotting the Categorical Data

Visualization with Bar Plots Visualization with Point Plots Visualization with Box Plots Visualization with Violin Plots Visualization with Swarm Plots Visualization with Strip Plots Visualization with Cat Plots Quiz on Plotting Categorical Data

Assessment

Assessment on Categorical Plots

6. Visualizing Distribution of Data

KDE Plots Hist Plots ECDF Plots Rug Plots Joint Plots Displots Quiz on Distribution Plots

Project

Data Visualization with Seaborn for Walmart Sales Projection

Assessment

Assessment on Distributions of Data

7. Visualizing Regression Models

Review of Regression and Different Regression Models Visualizing the Reg Plots Visualizing the Lmplots Quiz on Regression Models

Assessment

Assessment on Visualization of Regression Models

8. Styling and Figure Aesthetics

The Importance of Figure Styling and Aesthetics Seaborn's Built-in Themes Figure Scaling and Styling Seaborn Axis Spines Seaborn Color Palettes Quiz on Styling and Figure Aesthetics

Assessment

Assessment on Styling and Figure Aesthetics

9. Multiplot Grids

Multi-Plot Grids Usage Conditional Multiple Plots Using Custom Functions in Multi-plot Grids Plotting Multiple Pairwise Relations Multi-Plot Grids with Different Styles Quiz on Multi-Plot Grids

Assessment

Assessment on Multi-Plot Grids

10.Project

EDA Project on the Employee Dataset EDA Solution for the Employee Dataset

11.Closing Remarks

Data Visualization and Analysis With Seaborn Library

EDA Solution for the Employee Dataset

The solution of the EDA project on the employee dataset.

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