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+ # 📈 LSTM Stock Price Forecasting
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+ This repository contains an **LSTM model** trained on stock closing prices.
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+
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+ - Dataset: Yahoo Finance (AAPL, 2015–2023)
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+ - Models Compared: ARIMA vs LSTM
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+ - Evaluation: RMSE & MAPE using rolling window
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+ - Deployment: Hugging Face Hub (`DataSynthis_ML_JobTask`)
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+
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+ ## Usage
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+ ```python
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+ from huggingface_hub import hf_hub_download
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+ import tensorflow as tf
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+
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+ # Download model
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+ model_path = hf_hub_download(repo_id="Jalal10/DataSynthis_ML_JobTask", filename="lstm_stock_model.h5")
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+
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+ # Load model
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+ model = tf.keras.models.load_model(model_path)