Here we take a decoding perspective, and show that we can differentiate between ~sqrt(N) parameters. Combined with Module 7B, we see that ~sqrt(N) quantization levels per parameter is the sweet spot, hence the complexity of a model class is roughly 0.5log2(N) bits per parameter.
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