| OPTIMIZERS | LR = 10−3 | LR = 10−4 | LR = 10−5 |
| AdaGrad_60_40 | 85.71% | 56.38% | 51.21% |
| Adam_60_40 | 96.00% | 93.38% | 89.21% |
| Adamax_60_40 | 95.58% | 91.92% | 82.67% |
| Nadam_60_40 | 94.50% | 93.46% | 89.21% |
| RMSprop_60_40 | 95.25% | 94.67% | 87.92% |
| AdaGrad_70_30 | 87.39% | 59.57% | 50.50% |
| Adam_70_30 | 95.71% | 93.89% | 87.96% |
| Adamax_70_30 | 94.93% | 92.39% | 85.39% |
| Nadam_70_30 | 95.11% | 93.93% | 89.29% |
| RMSprop_70_30 | 95.50% | 93.57% | 88.21% |
| AdaGrad_80_20 | 49.81% | 55.56% | 50.44% |
| Adam_80_20 | 95.69% | 94.47% | 89.22% |
| Adamax_80_20 | 94.94% | 93.72% | 85.09% |
| Nadam_80_20 | 95.38% | 94.59% | 88.88% |
| RMSprop_80_20 | 94.72% | 93.75% | 89.00% |