deephyper.search.hps#

Sub-package for hyperparameter search algorithms.

Warning

All search algorithms are MAXIMIZING the objective function. If you want to MINIMIZE the objective function, you have to return the negative of you objective.

Classes

AMBS

AMBS is now deprecated and will be removed in the future use 'CBO' (Centralized Bayesian Optimization) instead!

CBO

Centralized Bayesian Optimisation Search, previously named as "Asynchronous Model-Based Search" (AMBS).

MPIDistributedBO

Distributed Bayesian Optimization Search using MPI to launch parallel search instances.