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Cats vs Dogs classifier

EE4483 Artificial Intelligence & Data Mining Project Option 2

Usage

This code was tested on Python 3.9.6, but should work for most Python version >= 3.7

  1. Install required Python packages:
python -m pip install -r requirements.txt
  1. Install Pytorch and Torchvision based on your system. Instructions can be found on the Pytorch website here. This code was tested with Pytorch == 1.1.0 with CUDA >= 11.3

  2. Extract dataset into same folder as notebook. Folder should look something like this:

./
├─ datasets/
│  ├─ test/
│  ├─ train/
│  │  ├─ cats/
│  │  ├─ dogs/
│  ├─ val/
│  │  ├─ cats/
│  │  ├─ dogs/
├─ main.ipynb
├─ README.md
  1. Run main.ipynb. The sections Setup environment and 1 - 3 must be run before any other code.
    • To train and test model for Cats vs Dogs classifier, run sections 4 - 5.
    • To train and test model for CIFAR-10, run sections 6 - 7

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