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I know that there are various pre-trained models available for ImageNet (e.g. VGG 16, Inception v3, Resnet 50, Xception). Is there something similar for the tiny datasets (CIFAR-10, CIFAR-100, SVHN)?

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Yes, google the various "Model Zoo" (e.g. one for caffe here: https://github.com/BVLC/caffe/wiki/Model-Zoo), they host a bunch of models including "tiny" ones.

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