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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, RF, LR, LDA, QDA, GaussianNB, AdaBoostClassifier, XGBClassifier  SVM , SVR, SGD, SGDR, RF, LDA, QDA, ComplementND, GaussianNB, AdaBoostClassifier, XGBClassifier, LR, RFR, Lasso, ElasticNet, LinR, Ridge, AdaBoostRegressor, XGBRegressor. All are estimators from `sklearn <https://scikit-learn.org/stable//>`_ 
max_iter               100000                                                                Integer                                                                                                                                                                                                                                           
SVMKernel              linear, poly, rbf                                                     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, 0.99                                                            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               squared_loss, huber, epsilon_insensitive, squared_epsilon_insensitive 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, 9.99                                                            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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