Image Classification and CNN
Building a CNN Classifier with PyTorch: Part 1
Building a CNN Classifier with PyTorch: Part 2
Introduction to DDP with PyTorch
Single Node Multi-GPU Training with torchrun
Multi-node Distributed Training with PyTorch
Lab Setup

Building the Neural Network

ResNet and Transfer Learning

Below we consolidate the code from part 1 of the tutorial into a function used to create the architecture of the network.

Unlike part 1 of this tutorial, we will use a larger existing resnet model, resnet34, trained with the ImageNet dataset.

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CVW material development is supported by NSF OAC awards 1854828, 2321040, 2323116 (UT Austin) and 2005506 (Indiana University)