mloptimizer#
The mloptimizer package provides interfaces for building and optimizing machine learning models. It includes tools for defining search spaces, managing optimization processes, and more.
Contents:
- interfaces
- GeneticSearch
GeneticSearchGeneticSearch.best_estimator_GeneticSearch.best_params_GeneticSearch.cv_results_GeneticSearch.n_trials_GeneticSearch.optimization_time_GeneticSearch.fit()GeneticSearch.get_evolvable_hyperparams()GeneticSearch.get_feature_names_out()GeneticSearch.get_genetic_params()GeneticSearch.get_metadata_routing()GeneticSearch.get_params()GeneticSearch.load_default_hyperparameter_space()GeneticSearch.load_hyperparameter_space()GeneticSearch.predict()GeneticSearch.save_hyperparameter_space()GeneticSearch.score()GeneticSearch.set_eval_function()GeneticSearch.set_hyperparameter_space()GeneticSearch.set_params()
- Gallery examples
- HyperparameterSpaceBuilder
HyperparameterSpaceBuilderHyperparameterSpaceBuilder.add_categorical_param()HyperparameterSpaceBuilder.add_float_param()HyperparameterSpaceBuilder.add_int_param()HyperparameterSpaceBuilder.build()HyperparameterSpaceBuilder.get_default_space()HyperparameterSpaceBuilder.load_default_space()HyperparameterSpaceBuilder.load_space()HyperparameterSpaceBuilder.save_space()HyperparameterSpaceBuilder.set_fixed_param()HyperparameterSpaceBuilder.set_fixed_params()
- GeneticSearch
- domain
- hyperspace
- Hyperparam
- HyperparameterSpace
HyperparameterSpaceHyperparameterSpace.fixed_hyperparamsHyperparameterSpace.evolvable_hyperparamsHyperparameterSpace.default_hyperparameter_spaces_jsonHyperparameterSpace.from_json()HyperparameterSpace.from_json_data()HyperparameterSpace.get_all_params()HyperparameterSpace.get_default_hyperparameter_space()HyperparameterSpace.to_json()
- hyperspace