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Dual Bidirectional LSTM approach for time series analysis, featuring both regression (next 10 minutes prediction) and classification (direction forecasting) models. Built with TensorFlow/Keras, this implementation provides precise numerical forecasts and actionable directional insights from the Nvidia stock dataset.