tpcp.optimize: Optimization helper

Module for all supported parameter optimization methods.

Classes

Optimize(pipeline, *[, safe_optimize, ...])	Run a generic self-optimization on the pipeline.
GridSearch(pipeline, parameter_grid, *[, ...])	Perform a grid search over various parameters.
GridSearchCV(pipeline, parameter_grid, *[, ...])	Exhaustive (hyper)parameter search using a cross validation based score to optimize pipeline parameters.
DummyOptimize(pipeline)	Provide API compatibility for SimplePipelines in optimize wrappers.
BaseOptimize()	Base class for all optimizer.

Optuna Interface

Implementation of methods and classes to wrap the optimization Framework Optuna.

optuna.CustomOptunaOptimize(pipeline, ...[, ...])	Base class for custom Optuna optimizer.
optuna.OptunaSearch(pipeline, ...[, ...])	GridSearch equivalent using Optuna.