Masters of Arts: ML Challenge, Mister MISISter's 6/52 place solution

Solution Architecture

---

Blending

Optimizers

• Adam
• MADGRAD
• QHAdam

Losses

• CrossEntropyLoss
• FocalLoss with class weights

Schedulers

• One Cycle Scheduler

Tricks

• LabelSmoothing
• Mixup

---

Final Model

Optimizers

• QHAdam

Losses

• CrossEntropyLoss

Schedulers

• One Cycle Scheduler

Tricks

• Test Time Augmentation
• Blending Folds
• Hard Augmentations for better generalization on unseen data