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View Code? Open in Web Editor NEWA deep learning model that predicts the demand of an item for a particular time period in 10 retail stores. The model showed an RMSE of 18. Various deep learning models such as CNN, LSTM, MLP, CNN-LSTM were compared and CNN-LSTM showed the least RMSE.