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How Do You Solve MNIST With Very Little Example Data?
The answer to this probably is self-sacrifice running. Just learn to represent images and then learning to recognize handwritten digits on top of this will only require a few samples. We observe this in humans. You show a young child a picture book with a couple of pictures of an elephant and that's it. The amount of training data there is essentially unlimited.