Stock Prediction App

This React web app allows users to forecast stock prices and evaluate the accuracy of a predictive model (e.g., LSTM). It provides:

• Historical vs. Predicted Closing Price Graph
• RMSE (Root Mean Square Error) Evaluation
• 7 Day Forecast Visualization with Confidence Interval Bands
• Investment Suggestions (Buy / Sell / Hold)
• Sidebar with Live Stock Details

Preview

Frontend

• React.js
• HTML/CSS
• Recharts
• Vercel (Deployment)

Backend

• Python
  • Scikit-Learn
  • Tensorflow (Keras)
  • NumPy
  • Pandas
  • Yfinance (Yahoo Finance)
• FastApi
• Docker
• Render (Deployment)

Future Ideas

• Allow model selection for more diverse outputs (LSTM, Linear Regression, ARIMA)
• Export forecast as a CSV for further analysis
• Include Technical Indicators for increased accuracy and decreased RMSE

Author

Made by Dylan Giletto Portfolio | LinkedIn | Github

Link to the Web App: https://stock-prediction-olive.vercel.app/