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Deep learning project

Jonatan von Martens

Setting up

  • Install requirements
    • It's important that torch and torchvision packages are up to date; I had many problems with torch 1.0.1 for instance.
  • Run run.py to download and format data.

Setting up

  • DL_project.pdf is the project report.

Notebooks

  • Notebook lenet.ipynb runs LeNet with downscaled 32x32 greyscale images.

  • Notebook run_models.ipynb runs pretrained AlexNet, ResNet and SqueezeNet with the tiny-imagenet images beging upscaled to 224x244.

  • Notebook run_models2.ipynb runs non-pretrained AlexNet, ResNet and SqueezeNet with non-upsacled images.