Python for Data Science

Module 1: Data Analysis with Python

Lesson 1: Introduction to Data Science

  • What is Data Science?
  • Overview of Data Science Tools

Lesson 2: NumPy for Numerical Data

  • NumPy Arrays
  • Basic Operations with NumPy
  • Indexing, Slicing, and Iterating

Lesson 3: Pandas for Data Manipulation

  • Pandas DataFrames
  • Data Cleaning
  • Data Transformation
  • Merging and Joining DataFrames

Lesson 4: Data Visualization

  • Introduction to Matplotlib
  • Plotting with Matplotlib
  • Introduction to Seaborn

Module 2: Machine Learning

Lesson 1: Introduction to Machine Learning

  • What is Machine Learning?
  • Types of Machine Learning

Lesson 2: Scikit-Learn Basics

  • Linear Regression
  • Classification Algorithms
  • Model Evaluation

Lesson 3: Advanced Machine Learning Concepts

  • Decision Trees and Random Forests
  • Clustering Algorithms
  • Neural Networks (Basic Introduction)