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Training a neural net as a classifier when there are no labels

I have an ML problem where I have a large data set and in this data set there are N categories. We have no labels. I want to be able to take this data set and use it to train a neural network to ...
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Understanding k-means unsupervised learning for features

I'm following this paper: http://ai.stanford.edu/~ang/papers/icdar01-TextRecognitionUnsupervisedFeatureLearning.pdf And I'm trying to understand specifically how the k-means approach works when ...