explore various data augmentation strategies

[jeremyjordan]

Define your research question and variables Can we squeeze out higher validation accuracy with more nuanced data augmentation? Can data augmentation help us adjust to adapt to images from different domains (eg. iPhone photos)?

State your hypothesis

Describe your experimental methods

[jeremyjordan]

• [ ] resnest200e, bs 32, SGD, lr 0.008, OneCycle schedule, dropout 0.3, epochs 35, transforms=heavy
  • https://wandb.ai/jeremytjordan/flowers/runs/3lmgcmrr?workspace=user-jeremytjordan
• [x] resnest200e, bs 32, SGD, lr 0.008, OneCycle schedule, dropout 0.3, epochs 35, transforms=basic
  • https://wandb.ai/jeremytjordan/flowers/runs/utyu9h51?workspace=user-jeremytjordan
• [ ] efficientnet_b3a, bs 64, SGD, lr 0.01, OneCycle schedule, dropout 0.3, epochs 50, transforms=heavy
  • https://wandb.ai/jeremytjordan/flowers/runs/14krkny1?workspace=user-jeremytjordan
• [ ] efficientnet_b3a, bs 64, SGD, lr 0.01, OneCycle schedule, dropout 0.3, epochs 50, transforms=basic