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Every page names what to read before it. Here is the whole library at once: a dot for each page, its topic down the side, and how far it stands from a starting point across. Pick a dot to see the way to it.
Stop training when held-out loss stops improving, and hand back the best weights rather than the last ones. It is regularization by limiting epochs instead of weights.