Long Short-Term Memory (LSTM)

GPTKB entity

Statements (54)
Predicate Object
gptkbp:instance_of gptkb:microprocessor
gptkbp:bfsLayer 3
gptkbp:bfsParent gptkb:microprocessor
gptkb:Jürgen_Schmidhuber
gptkbp:allows computationally intensive
difficult to interpret
requires large datasets
gptkbp:applies_to speech recognition
video analysis
image captioning
gptkbp:characteristics gptkb:gate
cell state
memory cell
gptkbp:developed_by gptkb:Jürgen_Schmidhuber
gptkb:Sepp_Hochreiter
gptkbp:has_feature forget gate
input gate
output gate
gptkbp:has_programs gptkb:engine
chatbots
recommendation systems
https://www.w3.org/2000/01/rdf-schema#label Long Short-Term Memory (LSTM)
gptkbp:improves vanishing gradient problem
gptkbp:introduced gptkb:1997
gptkbp:is_compared_to gptkb:Gated_Recurrent_Unit_(GRU)
gptkbp:is_evaluated_by accuracy
loss function
training time
gptkbp:is_influenced_by gptkb:television_channel
input sequence length
training parameters
gptkbp:is_optimized_for long-range dependencies
gptkbp:is_part_of gptkb:microprocessor
gptkbp:is_popular_in gptkb:robot
financial forecasting
time series analysis
healthcare analytics
gptkbp:is_related_to attention mechanisms
transformer models
sequence-to-sequence models
gptkbp:is_used_for language translation
natural language processing
sentiment analysis
time series forecasting
text generation
sequence prediction
gptkbp:is_used_in gptkb:Graphics_Processing_Unit
gptkb:Keras
gptkb:Py_Torch
gptkbp:related_to gptkb:Artificial_Intelligence
gptkb:software_framework
gptkb:Deep_Learning
gptkbp:training Stochastic Gradient Descent
Backpropagation Through Time