📈 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

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)