Outline Recurrent neural Network Vanilla rnns Some rnn variants Backpropagation through time Gradient Vanishing/Exploding Long short-term Memory LSTM Neuron Multiple-layer LSTM Backpropagation through time in LStm Time-Series PredictionOutline ▪ Recurrent Neural Network ▪ Vanilla RNNs ▪ Some RNN Variants ▪ Backpropagation through time ▪ Gradient Vanishing / Exploding ▪ Long Short-term Memory ▪ LSTM Neuron ▪ Multiple-layer LSTM ▪ Backpropagation through time in LSTM ▪ Time-Series Prediction