Hyperopt

Hyperopt is a hyperparameter optimization library.

Origin of the work was in searching through parameter spaces/sampling probability distributions of parameters.

Notion of a score - you need some way to score the results

Simple example to optimize a 2D quadratic function: $ x^2 + y^2 $