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Let's take a look at neural networks from the perspective of information theory. We'll be following along with the paper Deep Variational Information Bottleneck (Alemi et al. 2016). Given a dataset of inputs X X X and outputs Y Y Y , let's define some intermediate representation Z Z Z . A
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