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Rewrite comments in training configuration to be more newbie friendly #654

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@dubslow dubslow commented May 23, 2018

This PR inspired by my own painful learning over the last couple of weeks. These comments are what I've learned, and would have saved me and everyone who answered my questions the trouble.

# either the policy head or value head should be emphasized by the
# gradient descent, relative to each other and to the regularization
# (where regularization helps keep weights closer to 0, which helps
# the network to generalize better to novel positions)

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I don't really understand the relationship between boundaries and value, or when a particular value is selected based on the boundary. Maybe include an example?

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