Data Analysis and Visualization

Module 6: Exploratory Data Analysis (EDA)

Lesson 1: Introduction to EDA

  • Purpose of EDA
  • EDA Techniques
  • EDA Workflow

Lesson 2: Data Visualization Techniques

  • Visualization Types
  • Choosing the Right Visualization
  • Tools for Data Visualization

Lesson 3: Correlation and Causation

  • Understanding Correlation
  • Distinguishing Correlation from Causation
  • Correlation Coefficients

Lesson 4: Advanced EDA Techniques

  • Advanced Visualization Techniques
  • Interactive Visualizations
  • Dimensionality Reduction in EDA

Module 7: Data Visualization Tools

Lesson 1: Matplotlib Basics

  • Introduction to Matplotlib
  • Basic Plotting
  • Customization and Styling

Lesson 2: Seaborn for Statistical Plots

  • Introduction to Seaborn
  • Statistical Plots
  • Customization

Lesson 3: Plotly for Interactive Visualizations

  • Introduction to Plotly
  • Creating Interactive Plots
  • Customization and Interactivity

Lesson 4: Dashboards with Dash

  • Introduction to Dash
  • Building Interactive Dashboards
  • Deploying Dashboards