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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                                                                                                                                                                                                                         
LightGBM_num_leaves        5, 95                                                                 Two Integers: loc and scale                                                                                                                                                                                                                       
LightGBM_max_depth         3, 12                                                                 Two Integers: loc and scale                                                                                                                                                                                                                       
LightGBM_min_child_samples 5, 45                                                                 Two Integers: loc and scale                                                                                                                                                                                                                       
LightGBM_reg_alpha         0.01, 0.99                                                            Two Floats: loc and scale                                                                                                                                                                                                                         
LightGBM_reg_lambda        0.01, 0.99                                                            Two Floats: loc and scale                                                                                                                                                                                                                         
LightGBM_min_child_weight  -7, 4                                                                 Two Integers: loc and scale                                                                                                                                                                                                                       
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