Data analysis using Python

Day 1

• Environment Setup

• How Python is different from other languages ?

• Zen of Python

• Introduction to Jupyter

• Basic Data Types

  • Strings, Numbers

  • List, Tuple, Dictionary, Set

• Control flows

• Functions

• Classes, Modules and Packages

• Exercises

Day 2

• Quick recap of Day1

• Solution to Day1 Exercises

• Data Science Life Cycle

• Basic Statistics

• Introduction to Numerical Computing

• Pandas Overview

Day 3

• Exercise - Analyze Dataset

• Introduction to Scikit-Learn

• Model Building

Day 4

• Model Evaluation

• Model Tuning

• Project