Research Article
Handwritten Geez Digit Recognition Using Deep Learning
Table 2
Loss of the CNN for the six different cases for various hidden layers.
| Case | Number of hidden layers | Batch size | Minimum training loss | Minimum validation loss | Maximum training loss | Maximum validation loss | Overall test loss | Epoch | Loss | Epoch | Loss | Epoch | Loss | Epoch | Loss |
| 1 | 9 | 32 | 30 | 0.0232 | 8 | 0.2412 | 1 | 0.4515 | 1 | 0.3306 | 0.2946 | 2 | 14 | 32 | 28 | 0.0456 | 10 | 0.2571 | 1 | 0.5546 | 1 | 0.4149 | 0.2928 | 3 | 13 | 32 | 30 | 0.0423 | 14 | 0.2363 | 1 | 0.5214 | 1 | 0.4035 | 0.2908 | 4 | 10 | 32 | 27 | 0.0187 | 11 | 0.2371 | 1 | 0.4271 | 1 | 0.3266 | 0.3032 | 5 | 8 | 32 | 30 | 0.0068 | 8 | 0.3267 | 1 | 0.4705 | 28 | 0.4841 | 0.5504 | 6 | 12 | 32 | 24 | 0.0574 | 7 | 0.2077 | 1 | 0.4399 | 1 | 0.3213 | 0.2013 |
|
|