Properties (57)
Predicate | Object |
---|---|
gptkbp:instanceOf |
activation function
|
gptkbp:adaptation |
changing alpha
|
gptkbp:aimsTo |
model performance
|
gptkbp:benefits |
training deep networks
|
gptkbp:environmentalProtection |
dying ReLU problem
|
gptkbp:has_a |
alpha
|
gptkbp:hasPrograms |
can be tuned for better results
can be used in adversarial training tasks can be used in batch learning tasks can be used in classification tasks can be used in clustering tasks can be used in deep reinforcement learning tasks can be used in few-shot learning tasks can be used in incremental learning tasks can be used in meta-learning tasks can be used in multi-task learning tasks can be used in online learning tasks can be used in regression tasks can be used in reinforcement learning tasks can be used in supervised learning tasks can be used in transfer learning tasks can be used in unsupervised learning tasks can be used in zero-shot learning tasks can be visualized as a line with a slope introduces non-linearity |
https://www.w3.org/2000/01/rdf-schema#label |
Leaky ReLU
|
gptkbp:includes |
gradient flow
|
gptkbp:is_a |
non-linear_activation_function
|
gptkbp:is_a_document_that |
allows a small, non-zero gradient when x < 0
|
gptkbp:is_a_popular_spot_for |
hidden layers
activation in GANs standard ReLU in some cases |
gptkbp:is_committed_to |
overfitting
|
gptkbp:is_evaluated_by |
efficient
|
gptkbp:is_expected_to |
saturate compared to sigmoid
|
gptkbp:is_popular_among |
ReLU
|
gptkbp:is_recognized_for |
gptkb:PyTorch
gptkb:Keras TensorFlow all real numbers f(x) = x if x > 0, else f(x) = alpha * x |
gptkbp:is_used_in |
deep learning
neural networks reinforcement learning transfer learning time series forecasting convolutional neural networks image classification tasks speech recognition systems generative adversarial networks autoencoders natural language processing tasks fully connected networks |
gptkbp:modifications |
the_ReLU_function
|
gptkbp:relatedTo |
Parametric ReLU
|
gptkbp:sensors |
the choice of alpha
|
gptkbp:variant |
ReLU
|