YasinenfaL/Stock-forecasting-with-Monte-Carlo-simulation

Stock Price Prediction with Monte Carlo Simulation

This project allows predicting a stock price with a Monte Carlo simulation using Python. It downloads historical stock price data, performs a Monte Carlo simulation on that data, and visualizes the results graphically.

Contents

• Features
• Requirements
• Setup
• Simulation Results

Features

• Downloads stock data using Yfinance API.
• Simulates possible price predictions with Monte Carlo Simulation.
• Visualizes results graphically using Plotly.
• Shows the distribution of simulated prices by running 1000 simulations.

Requirements

• Docker: You can run the project in a Docker container.
• Alternatively, you can run it in a local environment using the following Python libraries:
  • numpy
  • pandas
  • yfinance
  • scipy
  • plotly

Simulation Results

Setup

git clone https://github.com/your_username/monte-carlo-simulation.git
cd monte-carlo-simulation