An Experiment on the Use of Genetic Algorithms for Topology Selection in Deep Learning

Table 2

Search space restrictions for grid search.

Description	Value(s)
# convolutional layers	0–3
Convolutional filters	{16, 32}
Kernel size	{3, 5}
Stride	1
Pooling	2
Activation function	ReLU
# fully connected layers	0–2
Neurons	{32, 64}
Dropout	0.4
Activation functions	{Sigmoid, TanH, ReLU}