# 📈 LSTM Stock Price Forecasting

This repository contains an **LSTM model** trained on stock closing prices.  

- Dataset: Yahoo Finance (AAPL, 2015–2023)  
- Models Compared: ARIMA vs LSTM  
- Evaluation: RMSE & MAPE using rolling window  
- Deployment: Hugging Face Hub (`DataSynthis_ML_JobTask`)  

## Usage
```python
from huggingface_hub import hf_hub_download
import tensorflow as tf

# Download model
model_path = hf_hub_download(repo_id="Jalal10/DataSynthis_ML_JobTask", filename="lstm_stock_model.h5")

# Load model
model = tf.keras.models.load_model(model_path)