Crude oil has another name called black gold which has an essential role in evolution of global wealth and financial market. Therefore, dynamic information of future expected price will lead to enhancement of decision making at different levels. Specifically, this is an attempt made to forecast price prediction using long short-term memory neural network rather than using convolutional neural network. We have come across testing different versions of model using various lookback and alternative tuning methods. The conclusion derived from this study are promising and represent a more precise prediction for the crude oil price in coming days.

Keywords : Crude Oil Prediction, LSTM, Recurrent Neural Networks.