upgraded-octo-chainsaw

tutor

'lr': 0.008681535231241367, 'optimizer_name': 'RMSprop'
epoch runtime: 10.729s
param count: 21840

resnet18

'lr': 0.00011544127431749307, 'optimizer_name': 'Adam'
kaggle: 0.97966*3000 = 2939
val: 8866
total: 8866+2939 = 11805
epoch runtime: 163.275s
param count: 11175370

resnet34

'lr': 5.394480774175557e-05, 'optimizer_name': 'RMSprop'
kaggle:
val: 8825/9000 (98.06%)
total:
epoch runtime:262.892s
param count: 21283530

resnet18+rotate

'lr': 0.00011544127431749307, 'optimizer_name': 'Adam'
kaggle: 0.97766*3000 = 2933
val: 8855
total: 8855+2933 = 11788
epoch runtime: 163.994
param count: 11175370

Not BESTPARAM resnet34 with rotation\

kaggle: 0.98566*3000 = 2957
val: 8860
total: 8860+2957 = 11817