README.md

---
title: Stock Price Predictor
emoji: 📈
colorFrom: red
colorTo: purple
sdk: gradio
sdk_version: 6.19.0
---
# Stock Price Predictor Hugging Face Space

This is a simple Hugging Face Space that uses a pre-trained machine learning model to predict stock closing prices based on various features. 

## How to use
Enter the required feature values (Open, Low, Volume, Lag_1, Lag_7, Rolling_Mean_7) into the input fields and click 'Submit' to get a predicted closing price.

## Model Details
The model used is a Linear Regression model trained on historical stock data. It leverages features like lagged prices and rolling means to make predictions.

## Files
- `app.py`: The Gradio application script.
- `requirements.txt`: Python dependencies for the application.
- `best_stock_prediction_model.pkl`: The trained machine learning model.
- `scaler.pkl`: The MinMaxScaler used for preprocessing.