Harmful Brain Activity Classification

Classify seizures and other patterns of harmful brain activity in critically ill patients

Development Environment

• Kaggle Notebook P100 and T4 x 2 GPU

Submission Requirement

• No internet
• Runtime less than 9 hours
• Have to generate a probability distribution
• Evaluated using KL Divergence Loss

Usage

Since internet is disabled, I fine-tuned and saved a Resnet34 model in a different notebook, uploaded it to Kaggle and imported the model in the submission notebook.
Resnet34D_hmsBrain_5E_512I

KL Divergence

Training

Loss at each epoch

Loss

Accuracy

Kaggle Submission