A team can afford only twelve trials in a large continuous hyperparameter space. Which approach avoids enumerating every point of a fixed grid?

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  1. Scoring every trial only on the training examples
  2. Selecting the parameter name with the fewest characters
  3. A full exhaustive search over every possible real number
  4. Random search over specified distributions

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