def get_algorithm():
return Algorithm(algorithm_type=RadiusNeighborsClassifier,
algorithm_name="RADIUS NEIGHBORS CLASSIFIER",
hyper_parameter_dict=param_dict_logistic_regression,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(algorithm_type=ExtraTreeRegressor,
algorithm_name="EXTRA TREE REGRESSION",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(algorithm_type=ARDRegression,
algorithm_name="ARD REGRESSOR",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(algorithm_type=PassiveAggressiveClassifier,
algorithm_name="PASSIVE AGRESSIVE CLASSIFIER",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(algorithm_type=ExtraTreesClassifier,
algorithm_name="EXTRA TREES CLASSIFIER",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(algorithm_type=ElasticNet,
algorithm_name="ELASTIC NET REGRESSOR",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(algorithm_type=RandomForestRegressor,
algorithm_name="RANDOM REGRESSION FOREST",
hyper_parameter_dict=param_dict_logistic_regression,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(
algorithm_type=AdaBoostClassifier,
algorithm_name="ADABOOST CLASSIFIER",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=
continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(
algorithm_type=LassoLars,
algorithm_name="LASSOLARS REGRESSOR",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=
continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(
algorithm_type=SVC,
algorithm_name="SVC CLASSIFIER",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=
continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(
algorithm_type=GaussianProcessRegressor,
algorithm_name="GAUSSIAN PROCESS REGRESSOR",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=
continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(
algorithm_type=GradientBoostingRegressor,
algorithm_name="GRADIENT BOOSTING REGRESSION",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=
continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(
algorithm_type=BayesianRidge,
algorithm_name="BAYESIAN RIDGE REGRESSOR",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=
continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(
algorithm_type=OrthogonalMatchingPursuit,
algorithm_name="ORTHOGONAL MATCHING PURSUIT REGRESSOR",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=
continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(
algorithm_type=DecisionTreeClassifier,
algorithm_name="DECISION TREE CLASSIFIER",
hyper_parameter_dict=param_dict,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=
continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)
def get_algorithm():
return Algorithm(
algorithm_type=KNeighborsRegressor,
algorithm_name="KNN REGRESSION",
hyper_parameter_dict=param_dict_logistic_regression,
discrete_hyper_parameter_dict=discrete_parameter_dict,
discrete_hyper_parameter_mapping=discrete_hyper_parameter_mapping,
continuous_hyper_parameter_mapping=
continuous_hyper_parameter_mapping_index_key_mapping,
parameter_constraint_dict=parameter_constraint_dict,
constant_hyper_parameter_dict=const_param,
bounds=bounds)