Influence of Network Depth & Skip Connections on Loss Landscape (CS28010 project)

Requirements:

• python=3.7.3
• pytorch=1.3.1
• torchvision=0.4.2
• tqdm=4.40.2
• numpy=1.16.4

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Dataset

• cifar10

The dataset will be automatically downloaded when running the process. Or you can put your pre-downloaded data in args.data_dir in main.py.

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Commands

Run scripts in the directory scripts for experiments with different settings.

e.g. bash scripts/vgg11.sh for the loss surface contour map of VGG-11.