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Can neural networks learn noise?

What explains the apparent 'mirroring' of the graphs on the RHS, The model starts untrained and no better than random guessing (the baseline). As the training progresses, the model does better than ...
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MNIST with fewer pixels?

Sklearn has digit dataset with images of size $8 \times 8$: Classes 10 Samples per class ~180 Samples total 1797 Dimensionality 64 Features integers 0-16
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