Foundations of Data Science

Module 1: Introduction to Data Science

Lesson 1: Introduction to Data Science

  • What is Data Science?
  • Role of Data Scientist
  • Data Science Lifecycle

Lesson 2: Data Exploration and Cleaning

  • Data Cleaning Techniques
  • Exploratory Data Analysis (EDA)
  • Data Visualization

Module 2: Data Manipulation and Analysis with Python

Lesson 1: NumPy for Numerical Computing

  • NumPy Arrays
  • Array Operations
  • Linear Algebra with NumPy

Lesson 2: Data Analysis with Pandas

  • Pandas DataFrames
  • Data Cleaning and Transformation
  • Handling Missing Data