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CNN Samples

Convolutional neural network implementations for image classification.

Files

  • pytorch_cnn.py — PyTorch CNN for SVHN street view house numbers (Conv2d, MaxPool, RMSprop)
  • tf2/res_net_cifar10/ — TF2 ResNet on CIFAR-10 with data augmentation and learning rate scheduling
  • tf_cnn.py, echo.py, edge_detection.py, blr.py — NumPy signal processing and edge detection samples

SVHN Dataset

The SVHN .mat files can be downloaded from http://ufldl.stanford.edu/housenumbers/