Table 3.

Hyper parameters search space and optimized values

Hyper Parameter	Search Space	Optimal Value
Activation Function	ReLU,Tanh,Sigmoid	ReLU
Batch Size	100,500,1000,1500	1000
Dropout Ratio	0.1,0.2,0.3,0.4,0.5	0.2
# Filters	4,8,16,32,64,128	32, 8, 8
# Convolution Layers	1,2,3,4,5	3
Optimizer	ADAM, SGD	ADAM
Size of Filters	32,16,8,7,6,5,4,3	7, 4, 3
Strides	1,2,3	1
Type of Pooling	Average , Max	Max