Sparsity constraint is imposed here by using a KL-Divergence penalty. See this for a detailed explanation of sparse autoencoders.
The FashionMNIST dataset was used for this implementation. Figures shown below are obtained after 1 epoch:
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Sparse Autoencoders using FashionMNIST dataset
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