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Monte Carlo Simulation with Python - Python for Finance

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Syllabus

Introduction
What is Monte Carlo Simulation
Resources
Introduction to Monte Carlo Simulation
The game we will simulate with Monte Carlo Simulation
The Monte Carlo Simulation code
Executing the Monte Carlo Simulation
Making multiple simulations to get more accurate results
Visualize the Monte Carlo Simulation results with matplotlib
Calculating the actual probability
Monte Carlo Simulation to Optimize a Portfolio with Sharpe Ratio
Creating a random portfolio preparation
Calculating the expected return
Calculating the expected volatility
Calculating the Sharpe Ratio for the portfolio
Make a Monte Carlo Simulation of the Sharpe Ratio
Getting the optimal portfolio
Visualizing the Efficient Frontier
Conclusion and next lesson

Taught by

Learn Python With Rune

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