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Corporate Finance Institute

Portfolio Optimization with Python – Case Study

via Corporate Finance Institute

Overview

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Portfolio Optimization With Python – Case Study Course

Portfolio optimization is a powerful technique in finance, and Python makes it accessible and efficient. In this hands-on case study, you’ll use your data analysis skills to work through a real-world example: analyzing and optimizing a portfolio of four stocks. You’ll start by building an equal-weighted portfolio and evaluating its performance using key financial metrics like daily returns and the Sharpe ratio. Then, you’ll generate 10,000 portfolio scenarios with different stock weightings and use Python to find the optimal combination with the highest Sharpe ratio. Along the way, you’ll use data visualization to explore results and reinforce your understanding of portfolio performance. This course is the perfect next step for learners who want to apply their Python knowledge to finance. 

Portfolio Optimization With Python – Case Study’s Learning Objectives

Upon completing this course, you will be able to:
  • Analyze historical stock data to calculate portfolio returns and key performance metrics like the Sharpe ratio
  • Create and evaluate an equal-weighted portfolio using Pandas and data visualization techniques
  • Simulate thousands of portfolio combinations and identify the optimal asset allocation based on performance analysis

Who Should Take This Course?

Portfolio Optimization With Python – Case Study course is designed for learners who already know how to use Python for data analysis and want to apply those skills in a finance-focused project. It’s ideal for finance professionals, aspiring data analysts, or anyone interested in quantitative investing and portfolio management.  

Syllabus

  • Case Study Introduction
  • Equal Weighted Portfolio
  • Optimzed Portfolio
  • Course summary

Taught by

Joseph Yeates

Reviews

5 rating at Corporate Finance Institute based on 8 ratings

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