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image-classification-PyTorch

In this notebook:

  • Used PyTorch, PyTorch-Lightning, and Fastai to solve image classification tasks using both FCNN and CNN on the MNIST dataset.
  • Prepare a custom dataset for the image classification task (cats and dog classifier).
  • Used transfer learning to fine-tune a pre-trained model (ResNet50) on the custom dataset.
  • Used Grad-CAM to visualize how the model predicts.

predictiongrad_cam