Week 4: Visualization: Matplotlib & Seaborn

Line, bar, scatter, histogram, boxplot, subplots, styling, visual EDA

📌 Strategy & Study Guidance

Review previous week before starting new content.

Blocks

Block 31 Monday

Matplotlib: Figures & Axes

 Block 32 Monday

Common Plot Types

 Block 33 Tuesday

Plot Customization & Styling

 Block 34 Tuesday

Subplots & Layout

 Block 35 Wednesday

Seaborn: Introduction & Distribution Plots

 Block 36 Wednesday

Seaborn: Scatter, Regression & Pair Plots

 Block 37 Thursday

Seaborn: Categorical & Statistical Plots

 Block 38 Thursday

Heatmaps & Correlation Matrices

 Block 39 Friday

Interactive Visualizations with Plotly (Intro)

 Block 40 Friday

Mini-Project: Visual Data Story

📺 20 Curated YouTube Videos

▶ Matplotlib Seaborn Course freeCodeCamp ▶ Matplotlib Tutorial Corey Schafer ▶ Seaborn Tutorial Imarticus ▶ Visualization ML Imarticus ▶ Data Viz Full Course freeCodeCamp ▶ Line and Bar Plots Corey Schafer ▶ Seaborn Plots Imarticus ▶ Subplots Corey Schafer ▶ Heatmaps Corey Schafer ▶ EDA Visualization freeCodeCamp ▶ Customization Corey Schafer ▶ Statistical Plots Imarticus ▶ Scatter Histogram freeCodeCamp ▶ Figure and Axes Corey Schafer ▶ Distribution Plots Corey Schafer ▶ Matplotlib Basics freeCodeCamp ▶ Styling Corey Schafer ▶ Charts and Graphs Imarticus ▶ Visual EDA freeCodeCamp ▶ Plot Types Corey Schafer

📋 Cheat Sheets

Quick Reference

Core syntax and common patterns for this week. Week 4 - Line, bar, scatter, histogram, boxplot, subplots, styling, visual EDA

API Cheat Sheet

Key functions and methods. Week 4 - Line, bar, scatter, histogram, boxplot, subplots, styling, visual EDA

Best Practices

Style and performance tips. Week 4 - Line, bar, scatter, histogram, boxplot, subplots, styling, visual EDA

💻 Code Snippets

Basic Example

# Week 4: Visualization: Matplotlib & Seaborn
# Basic pattern for this topic
result = process(data)

Common Pattern

# Week 4: Visualization: Matplotlib & Seaborn
# Frequently used pattern

Quick Start

# Week 4: Visualization: Matplotlib & Seaborn
# Minimal working example

📊 Visualizations & Diagrams

Concept Diagram

flowchart LR
  A[Input] --> B[Process]
  B --> C[Output]

Paste into mermaid.live to render

Workflow

Step 1 -> Step 2 -> Step 3

Assessment

📝 Week 4 Assessment (Practice + AI Analysis)