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Vocab
1092 entries
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Sepp Hochreiter

(6 articles)
RNN (Recurrent Neural Network)
1986

RNN
Recurrent Neural Network

Class of neural networks where connections between nodes form a directed graph along a temporal sequence, enabling them to exhibit temporal dynamic behavior for a sequence of inputs.

Generality: 892

Vanishing Gradient
1991

Vanishing Gradient

Phenomenon in neural networks where gradients of the network's parameters become very small, effectively preventing the weights from changing their values during training.

Generality: 773

LSTM (Long Short-Term Memory)
1997

LSTM
Long Short-Term Memory

Type of recurrent neural network architecture designed to learn long-term dependencies in sequential data.

Generality: 815

Gating Mechanism
1997

Gating Mechanism

Control function that regulates the flow of information through the model, deciding what information to keep, discard, or update.

Generality: 800

Sequence Prediction
2014

Sequence Prediction

Involves forecasting the next item(s) in a sequence based on the observed pattern of prior sequences.

Generality: 825

xLSTM
2018

xLSTM

Extended form of Long Short-Term Memory (LSTM), integrating enhancements for scalability and efficiency in DL models.

Generality: 675