Different Types of Recurrent Neural Network Structures

The following table summarizes the different recurrent neural network structures and the problems they are good at solving. The structure diagrams are pretty intuitive for understanding what kind of network structure is good for your problem.

Network Structure Applicable Problems Examples
Many to One
rnn many to one structure
Time series problem Stock prediction
Many to Many
rnn many to many structure
Sequence to sequence prediction problem AI program in my previous post
Shifted Many to Many
rnn shifted many to many structure
translation and chatbot problems Language translation and chatbot

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