Table of Contents

Chapter 1: Python

• Introduction to Python
  • Variables
  • Data Types
  • Operators
  • Control Structure
  • Functions
  • Modules
  • Classes

Chapter 2: Numpy

• Introduction to Numpy
  • Array Creation
  • Datatypes
  • Broadcasting
  • Shape Manipulation
  • Indexing

Chapter 3: Pandas

• Introduction to Pandas

  • Series
  • Dataframe
  • Methods
  • Operations

• Advanced Pandas

  • Data Cleaning
  • Data Manipulation

Chapter 4: Matplotlib

• Introduction to Matplotlib

  • Basic Plot
  • Markers
  • Axes and Labels

• Advanced Matplotlib

  • Statistical Plots
  • Customizing Plots
  • Subplots

Chapter 5: Seaborn

• Introduction to Seaborn
  • Basic Plot
  • Categorical Plot
  • Customizing Styles

Chapter 6: Project

• Investigating Top Skills in Data Jobs
  • Data Cleaning
  • Data Analysis
  • Data Visualization
  • Data Interpretation