CSE4238---As management of a business are struggling to maintain the proper supply chain of products to store due lack of knowledge of product demands , there were efforts made to overcome this problem using deep learning models like MLP, CNN, LSTM, GRU, BiLSTM, BiGRU, CNN-LSTM, CNN-BiLSTM and CNN-BiGRU. MLP performed best with 19% Error Rate.