Review Note

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

Current Deck: EEN100: Theory and exercises

New Card

Fields:

Front
Back

Suggested Changes:

Deck Changes (Suggestion to move the Note to the following Deck):

Field Changes:

Front
Supervised learning sets (\(\mathcal X, \mathcal Y, \mathcal S, \mathcal H, ...\))
Back
  • Domain set/instance space \(\mathcal X\) that our data lives in
  • Label set \(\mathcal Y\) of possible labels that can be assigned
  • Training set \(\mathcal S = \{(x_1,y_1),\dotsc,(x_m,y_m)\}\) of pairs in \(\mathcal X \times \mathcal Y\) forming labelled instances \(z_k = (x_k, y_k)\)
  • Hypothesis class \(\mathcal H\) of prediction rules \(h: \mathcal X \to \mathcal Y\).

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