The Remedy Trio
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State
Overfitting is managed, never abolished, by three standing remedies: hedge the counts, charge for complexity, and rehearse the exam on held-back training data.
Show
Treat every leaf as if imaginary examples were mixed in; score fit minus a price per unit of elaborateness; quiz before the real test.
Watch for
Every serious learning system deploys some blend — none of the three works alone.
Builds on
Unlocks
- Nothing yet depends on this.