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Python Illustrations

These frames are pulled from the Monte Carlo material you dropped next to the repo. They now live inside the project as visual companions to the pipeline in quant-traderr-lab-main/Monte Carlo/Monte Carlo Pipeline.py.

Python snippet pricing a European call
Code panelThe pricing logic is shown directly so the project reads like a lab, not a black box.
Explanation of what Monte Carlo does
Core ideaMonte Carlo replaces a hard integral with repeated simulated futures and an average over outcomes.
Estimator equation for Monte Carlo pricing
EstimatorThe estimator view makes the discounting, payoff and sampling count readable in one frame.
Applications of Monte Carlo simulation in finance
ApplicationsPricing, VaR, credit portfolios and Longstaff-Schwartz all sit naturally inside the same simulation mindset.
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