|
1st convolution
|
|
No. of filters
|
[1,1024]
|
|
Window size
|
[1,51]
|
|
Stride size
|
{1,3,5}
|
|
Padding
|
{None, Half of window size}
|
|
1st pooling
|
|
Type
|
{Max, Average}
|
|
Window size
|
[1,51]
|
|
Stride size
|
{1,3,5}
|
|
Padding
|
{None, Half of window size}
|
|
2nd convolution
|
|
No. of filters
|
[1,1024]
|
|
Window size
|
[1,51]
|
|
Stride size
|
{1,3,5}
|
|
Padding
|
{None, Half of window size}
|
|
2nd pooling
|
|
Type
|
{Max, Average}
|
|
Window size
|
[1,51]
|
|
Stride size
|
{1,3,5}
|
|
Padding
|
{None, Half of window size}
|
|
Global pooling
|
{None, Max pooling}
|
|
Output layer
|
{softmax, sigmoid}
|
|
Activation function
|
{ReLU, Leaky ReLU, Parametric ReLU}
|
|
Minibatch size
|
{32, 64, 128, 256, 512}
|
|
Batch normalization
|
{None, after conv.}
|
|
Dropout
|
{None, before output}
|
|
Optimizer
|
{Adam, AdaGrad}
|
|
Learning rate
|
{0.0001, 0.001, 0.01, 0.1}
|
|
Loss function
|
{Mean squared error, Cross entropy}
|
