Interface | Description |
---|---|
IUpdater |
IUpdater interface: used for configuration and instantiation of updaters - both built-in and custom.
Note that the actual implementations for updaters are in GradientUpdater |
Class | Description |
---|---|
AdaDelta |
https://www.matthewzeiler.com/mattzeiler/adadelta.pdf
https://arxiv.org/pdf/1212.5701v1.pdf
|
AdaDelta.Builder | |
AdaGrad |
Vectorized Learning Rate used per Connection Weight
Adapted from: http://xcorr.net/2014/01/23/adagrad-eliminating-learning-rates-in-stochastic-gradient-descent/
See also http://cs231n.github.io/neural-networks-3/#ada
|
AdaGrad.Builder | |
Adam |
The Adam updater.
|
Adam.Builder | |
AdaMax |
The AdaMax updater, a variant of Adam.
|
AdaMax.Builder | |
AMSGrad |
The AMSGrad updater
Reference: On the Convergence of Adam and Beyond - https://openreview.net/forum?id=ryQu7f-RZ |
AMSGrad.Builder | |
Nadam |
Setup and DynamicCustomOpsBuilder for Nadam updater.
|
Nadam.Builder | |
Nesterovs |
Nesterov's momentum.
|
Nesterovs.Builder | |
NoOp |
NoOp updater: gradient updater that makes no changes to the gradient
|
RmsProp |
RMS Prop updates:
|
RmsProp.Builder | |
Sgd |
SGD updater applies a learning rate only
|
Sgd.Builder |
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