Python for Business Analytics

0. Introduction

1. Python Basics

• Strings
• Sets
• Lists
• Tuples
• Dictionaries
• For Loop

2. Pandas and Dataframe Manipulation

• Pandas and Dataframe
• Select columns and rows
• Modify columns and rows
• Read and write CSV and xlsx files

3. Tutorial on Data Visualization Using Python

• Introduction
• Line Charts
• Bar Charts
• Scatter Plots

4. Fundamentals of Statistics

• Correlation
• T-test
• Simple Linear Regression
• Multiple Linear Regression
• Logistic Regression

5. Application: Stock Market Data Analysis

• Introduction of Free Stock Python Packages
• Use yfinance to Return Stock Prices
• Plot Stock Price Time-series Data