aprender-monte-carlo

Crates.ioaprender-monte-carlo
lib.rsaprender-monte-carlo
version0.1.1
created_at2025-12-07 21:57:55.456078+00
updated_at2025-12-07 21:57:55.456078+00
descriptionMonte Carlo simulations for finance, stock market, and business forecasting
homepage
repositoryhttps://github.com/paiml/aprender
max_upload_size
id1972328
size106,990
Noah Gift (noahgift)

documentation

README

aprender-monte-carlo

Monte Carlo simulations for finance, stock market, and business forecasting.

Part of the aprender machine learning ecosystem.

Features

  • Stock price simulation using Geometric Brownian Motion (GBM)
  • Historical S&P 500 data for backtesting
  • Risk metrics (VaR, CVaR, Sharpe ratio)
  • Variance reduction techniques

Installation

cargo install aprender-monte-carlo

Usage

# Run Monte Carlo simulation
aprender-monte-carlo simulate --ticker AAPL --days 252 --simulations 10000

# Calculate VaR
aprender-monte-carlo risk --ticker AAPL --confidence 0.95

License

MIT

Commit count: 952

cargo fmt