Review Note

Last Update: 10/08/2023 02:57 PM

Current Deck: EEN100: Theory and exercises

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\(\epsilon\)-representative sample
A training set \(\mathcal S\) is called \(\epsilon\)-representative if for all \(h \in \mathcal H\) it holds that \[\lvert L_{P_{\mathcal Z}}(h) - L_{\mathcal S}(h)\rvert \le \epsilon\]i.e. training error and population error are \(\epsilon\) close for any prediction rule.