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README.md
mnist-autograd.ipynb
pretrained-resnet.ipynb
wide-resnet-multiGPU.ipynb

README.md

Torch tutorials for Deep Learning, Tools and Methods workshop (July 4-5-6, Idiap)

Worksop website: http://www.idiap.ch/workshop/dltm/

  1. MNIST-autograd example shows usage of autograd to train neural networks and visualize t-SNE embeddings of learned features
  2. pretrained-resnet shows how to load pretrain ResNet networks, visualize it and propagate a single image to predict it's classes
  3. wide-resnet-multiGPU shows how to train state-of-the-art networks on CIFAR using multiple GPUs on a single machine.

Credits

Sergey Zagoruyko, Soumith Chintala, July 2016

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