Table 4 Combinations of four algorithm hyperparameters for a pre-trained CNN model
Number of experiments | Algorithm hyperparameters | |||
|---|---|---|---|---|
Optimizer | MiniBatchSize | MaxEpochs | InitialLearnRate | |
1 | adam | 60 | 8 | 10−4 |
2 | adam | 65 | 10 | 10−5 |
3 | adam | 70 | 12 | 10−6 |
4 | sgdm | 60 | 10 | 10−6 |
5 | sgdm | 65 | 12 | 10−4 |
6 | sgdm | 70 | 8 | 10−5 |
7 | adam | 60 | 12 | 10−5 |
8 | adam | 65 | 8 | 10−6 |
9 | adam | 70 | 10 | 10−4 |