Research Article
Recognition of Gurmukhi Handwritten City Names Using Deep Learning and Cloud Computing
Table 7
Results obtained using SGD optimizer with a LR of 0.001.
| Epoch | Training loss | Validation loss | Validation accuracy (%) | Validation precision | Validation recall |
| 1 | 1.4 | 1.08 | 65.1 | 0.84 | 0.42 | 2 | 0.60 | 0.23 | 94.1 | 0.95 | 0.91 | 3 | 0.38 | 0.15 | 95.7 | 0.96 | 0.94 | 4 | 0.33 | 0.13 | 96 | 0.97 | 0.94 | 5 | 0.27 | 0.11 | 97.3 | 0.97 | 0.96 | 6 | 0.25 | 0.07 | 99.0 | 0.99 | 0.98 | 7 | 0.22 | 0.07 | 99.0 | 0.99 | 0.98 | 8 | 0.19 | 0.07 | 99.0 | 0.98 | 0.98 | 9 | 0.18 | 0.07 | 98.8 | 0.98 | 0.98 | 10 | 0.17 | 0.07 | 98.8 | 0.98 | 0.98 |
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