deephyper.skopt.optimizer#

Functions

base_minimize

Base optimizer class

dummy_minimize

Random search by uniform sampling within the given bounds.

forest_minimize

Sequential optimisation using decision trees.

gbrt_minimize

Sequential optimization using gradient boosted trees.

gp_minimize

Bayesian optimization using Gaussian Processes.

Classes

Optimizer

Run bayesian optimisation loop in DeepHyper.

deephyper.skopt.optimizer.base

Abstraction for optimizers.

deephyper.skopt.optimizer.dummy

Random search.

deephyper.skopt.optimizer.forest

Forest based minimization algorithms.

deephyper.skopt.optimizer.gbrt

deephyper.skopt.optimizer.gp

Gaussian process-based minimization algorithms.

deephyper.skopt.optimizer.optimizer