RNN
Recurrent neural network that carries a hidden state along a sequence.
Überblick
A recurrent neural network processes a sequence one step at a time, carrying a hidden state that summarises what it has seen. It solves the problem that a fixed-size input cannot represent a sequence of arbitrary length. It exists because order matters in language and time series. Training it is slow and unstable over long sequences, which is the limitation the Transformer was designed to remove.
Technologiegraph
Wie RNN mit dem übrigen Stack zusammenhängt.
Nutzt und hängt ab von
- Neural Network concept Algorithms RNN based on Neural Network High ✓ source
Evolution
- LSTM architecture Algorithms LSTM extends RNN High ✓ source
Alternativen
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Transformer
architecture
Eine Alternative zu RNN · source
Vergleiche
Detaillierte Gegenüberstellungen mit den Alternativen oben.