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Grid Search

Graphic description of search pattern of the Grid Search
  • Search exhaustively over a given set of hyperparameters, once per set of hyperparameters
  • Number of models = number of distinct values per hyperparameter multiplied across each hyperparameter
  • Pick final model hyperparameter values that give best cross-validated evaluation metric value

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