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Subkey                 Default                                                                                                                                                                  Options                                                                                                                                                          
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fastr                  True                                                                                                                                                                     True, False                                                                                                                                                      
fastr_plugin           LinearExecution                                                                                                                                                          Any `fastr execution plugin <https://fastr.readthedocs.io/en/develop/_autogen/fastr.reference.html#executionplugin-reference/>`_ .                               
classifiers            SVM, SVM, SVM, SVM, SVM, SVM, SVM, SVM, SVM, RF, RF, RF, LR, LR, LR, LDA, LDA, LDA, QDA, QDA, QDA, GaussianNB, GaussianNB, GaussianNB, AdaBoostClassifier, XGBClassifier SVM , SVR, SGD, SGDR, RF, LDA, QDA, ComplementND, GaussianNB, LR, RFR, Lasso, ElasticNet. All are estimators from `sklearn <https://scikit-learn.org/stable//>`_ 
max_iter               100000                                                                                                                                                                   Integer                                                                                                                                                          
SVMKernel              poly, rbf, linear                                                                                                                                                        poly, linear, rbf                                                                                                                                                
SVMC                   0, 6                                                                                                                                                                     Two Integers: loc and scale                                                                                                                                      
SVMdegree              1, 6                                                                                                                                                                     Two Integers: loc and scale                                                                                                                                      
SVMcoef0               0, 1                                                                                                                                                                     Two Integers: loc and scale                                                                                                                                      
SVMgamma               -5, 5                                                                                                                                                                    Two Integers: loc and scale                                                                                                                                      
RFn_estimators         10, 90                                                                                                                                                                   Two Integers: loc and scale                                                                                                                                      
RFmin_samples_split    2, 3                                                                                                                                                                     Two Integers: loc and scale                                                                                                                                      
RFmax_depth            5, 5                                                                                                                                                                     Two Integers: loc and scale                                                                                                                                      
LRpenalty              l1, l2, elasticnet                                                                                                                                                       none, l2, l1                                                                                                                                                     
LRC                    0.01, 1.0                                                                                                                                                                Two Floats: loc and scale                                                                                                                                        
LR_solver              lbfgs, saga                                                                                                                                                              Comma separated list of strings, for the options see https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html              
LR_l1_ratio            0, 1                                                                                                                                                                     Float between 0.0 and 1.0.                                                                                                                                       
LDA_solver             svd, lsqr, eigen                                                                                                                                                         svd, lsqr, eigen                                                                                                                                                 
LDA_shrinkage          -5, 5                                                                                                                                                                    Two Integers: loc and scale                                                                                                                                      
QDA_reg_param          -5, 5                                                                                                                                                                    Two Integers: loc and scale                                                                                                                                      
ElasticNet_alpha       -5, 5                                                                                                                                                                    Two Integers: loc and scale                                                                                                                                      
ElasticNet_l1_ratio    0, 1                                                                                                                                                                     Two Integers: loc and scale                                                                                                                                      
SGD_alpha              -5, 5                                                                                                                                                                    Two Integers: loc and scale                                                                                                                                      
SGD_l1_ratio           0, 1                                                                                                                                                                     Two Integers: loc and scale                                                                                                                                      
SGD_loss               hinge, squared_hinge, modified_huber                                                                                                                                     hinge, squared_hinge, modified_huber                                                                                                                             
SGD_penalty            none, l2, l1                                                                                                                                                             none, l2, l1                                                                                                                                                     
CNB_alpha              0, 1                                                                                                                                                                     Two Integers: loc and scale                                                                                                                                      
AdaBoost_n_estimators  10, 90                                                                                                                                                                   Two Integers: loc and scale                                                                                                                                      
AdaBoost_learning_rate 0.01, 0.99                                                                                                                                                               Two Floats: loc and scale                                                                                                                                        
XGB_boosting_rounds    10, 90                                                                                                                                                                   Two Integers: loc and scale                                                                                                                                      
XGB_max_depth          3, 12                                                                                                                                                                    Two Integers: loc and scale                                                                                                                                      
XGB_learning_rate      0.01, 0.99                                                                                                                                                               Two Floats: loc and scale                                                                                                                                        
XGB_gamma              0.01, 0.99                                                                                                                                                               Two Floats: loc and scale                                                                                                                                        
XGB_min_child_weight   1, 6                                                                                                                                                                     Two Integers: loc and scale                                                                                                                                      
XGB_colsample_bytree   0.3, 0.7                                                                                                                                                                 Two Floats: loc and scale                                                                                                                                        
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