Long Short-Term Memory Networks

Neural networks are designed to mimic the behavior of human brains, to understand various relationships in the data. These networks have the power to understand complex non-linear relationships and can help us to make more intelligent decisions. Neural networks are used in fields like image processing, natural language processing, etc., and can outperform the traditional machine learning algorithms. But one basic drawback with the traditional neural network is that it cannot memorize things. Let's say, we are playing a game and we need a model to predict the next move of a player. This depends a lot on the previous moves and traditional neural networks will not perform well here.