Research Article
Recognition of Gurmukhi Handwritten City Names Using Deep Learning and Cloud Computing
Table 2
Results obtained with a LR of 0.001 by employing Adam optimizer.
| Epoch | Training loss | Validation loss | Validation accuracy (%) | Validation precision | Validation recall |
| 1 | 0.49 | 0.08 | 98.5 | 0.98 | 0.97 | 2 | 0.19 | 0.07 | 98.3 | 0.98 | 0.97 | 3 | 0.13 | 0.05 | 99.2 | 0.99 | 0.99 | 4 | 0.12 | 0.04 | 99.1 | 0.99 | 0.98 | 5 | 0.09 | 0.02 | 99.3 | 0.99 | 0.98 | 6 | 0.09 | 0.01 | 99.5 | 0.99 | 0.99 | 7 | 0.09 | 0.03 | 99.6 | 0.99 | 0.98 | 8 | 0.09 | 0.02 | 99.6 | 0.99 | 0.99 | 9 | 0.09 | 0.02 | 99.8 | 0.99 | 0.99 | 10 | 0.07 | 0.01 | 99.8 | 0.99 | 0.99 |
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