The current chapter will introduce Recurrent Neural Networks used for the modeling of sequential datasets. In this chapter, we will cover:

• Setting up a basic Recurrent Neural Network
• Setting up a bidirectional RNN model
• Setting up a deep RNN model
• Setting up a Long short-term memory based sequence model