Table 6.
Optimal hyperparameters with CNN
Hyperparameter | Value |
---|---|
Number of convolution layers | 3 |
Number of max pooling layers | 3 |
Number of dense layers | 2 |
Number of Flatten layers | 1 |
Loss function | Categorical-crossentropy |
Activation function | Relu |
Learning rate | 0.001 |
Optimizer | Ada-delta |
Number of epochs | 10 |
Batch size | 128 |