Machine Learning-Based Stock Forecasting Model Machine Learning-Based Stock Forecasting Model Initial Stock Price ($) Total Simulation Periods Average Growth Per Period (%) Volatility Factor (% Max Fluctuation) Lookback Period for ML Model Forecast Horizon (Periods) Run Simulation & Forecast Simulated Prices and Forecasts Period Simulated Price ($) Predicted Price ($) Actual Future Price ($) Prediction Error ($) Forecasting Performance Summary Mean Absolute Error (MAE): $0.00 Note: This tool uses a simplified linear regression model for forecasting. Real-world stock forecasting is complex and requires advanced techniques, more comprehensive data, and rigorous validation. This simulation is for illustrative purposes only. Download PDF OK
