Project Skripsi

Download Dataset

curl -L -o ./chexpert.zip https://www.kaggle.com/api/v1/datasets/download/ashery/chexpert # Download dataset
unzip -q chexpert.zip -d CheXpert-v1.0-small  # Ekstrak ke folder baru
rm chexpert.zip  # Hapus file zip

Training Project

Jalankan training:

• train_v1.ipynb-train_v3.ipynb, code backup 1 (ignore)
• train_v3.ipynb, code backup 1 (ignore)
• train_v4.ipynb, code backup 2 (ignore)
• train_v5_16.ipynb, current code 1 (use)
• train_v5_32.ipynb, current code 2 (use)

Tugas

Task:

• Tambahin ratio pada transform
• Tambahin ploting akurasi dan loss real time saat training
• Tanbahin scheduler learning rate
• Run train di 50 epoch
• tangani uncertain = -1 jadi 1
• hapus outlier gambar
• hapus label yang memiliki sedikit data
• Tambahkan atgumrnted balancing
• Tambahkan Label Smoothing Regularization