Table 7.
Training Process | ||||||
---|---|---|---|---|---|---|
Epoch | Iteration | Time Elapsed | Mini-Batch Accuracy | Test Accuracy | Mini-Batch Loss | Validation Loss |
1 | 1 | 00:00:01 | 51.56% | 54.31% | 1.0615 | 0.7952 |
10 | 20 | 00:00:06 | 57.03% | 71.55% | 0.8295 | 0.5364 |
20 | 40 | 00:00:10 | 65.63% | 81.03% | 0.6642 | 0.4165 |
30 | 60 | 00:00:16 | 71.09% | 87.93% | 0.4652 | 0.3354 |
40 | 80 | 00:00:21 | 77.34% | 91.38% | 0.4305 | 0.2998 |
50 | 100 | 00:00:26 | 81.25% | 92.24% | 0.4062 | 0.2727 |
60 | 120 | 00:00:31 | 79.69% | 92.24% | 0.4079 | 0.2558 |
70 | 140 | 00:00:37 | 88.28% | 92.75% | 0.3160 | 0.2413 |
80 | 160 | 00:00:42 | 79.69% | 92.75% | 0.4439 | 0.2370 |
90 | 180 | 00:00:47 | 85.94% | 92.24% | 0.2881 | 0.2248 |
100 | 200 | 00:00:53 | 89.06% | 92.75% | 0.2672 | 0.2200 |