| # 📈 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) | |