Pre-Read

Before this lesson , we recommend you go through

• Measures of Location
• Measures of Spread
• Taxonomy of charts
• Classification of Chart Types
• Random Variables
• A Gentle Introduction to Scikit-Learn: A Python Machine Learning Library

Learning Objectives

• This week covers the basics of analytic graphics and the base plotting system
• Perform Exploratory Data Analysis
• Work with Data

Hands-on Skills

Slides

@gslides

Notebooks

Code Demonstration 1

Code Demonstration 2

Assignments

Conversion Dataset

Employee Retention Dataset

Translation Dataset

Post Reads

• Critical Thinking
  • How to treat Outliers?" - Are Outliers Good or Bad?
• Value of Exploratory Analysis
• Use of Excel for EDA
• Excel Data Analysis - Sort/ Filter/ Pivot
• How to Lie with Statistics
• Think Stats
• Scatter Matrix - What to use?
  • Scatter Matrix - Pandas
  • Scatter Matrix - Plotly
  • Scatter Matrix - Seaborn