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TGS-Open-Solution-Fastai

Kaggle Score: 0.829

Main Architecture: Unet with ResNet34 encoder.

Training:

  • RandomFlip augmentation
  • Batch sizes: 64, 128, 256 with cycle length = 30

Cross Validation:

  • 5 folds
  • Test time augmentation with horizontal flip

Final Submission:

  • Model Averaging of 5 models

Getting Started? You can check fast.ai lesson 14 where Jeremy Howard an amazing mentor and teacher shows how to solve a similar problem.

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