Recurrent Network
AI and Machine Learning · Sequence Models · also: RNN · recurrent-network.yaml
Carry a hidden state forward one step at a time. The natural shape for sequences, and the source of every problem the rest of this cluster fixes.
- supersedescorrects · extends
- classifiesspecializes · part-of
- substitutes forapproximates · alternative-to
- depends onrequires · validates
Colour is the family; a dashed line is the second member of it.
Referenced by
- correctsAttention fixes a defect in thisa fixed-size hidden state cannot carry a whole sequence
- correctsGradient Clipping fixes a defect in thisexploding gradients destroy the weights in one step
- correctsLSTM fixes a defect in thisgradients vanish or explode over long sequences
References