lale.lib.snapml package

Submodules

• lale.lib.snapml.batched_tree_ensemble_classifier module
  • BatchedTreeEnsembleClassifier
    • BatchedTreeEnsembleClassifier.fit()
    • BatchedTreeEnsembleClassifier.partial_fit()
    • BatchedTreeEnsembleClassifier.predict()
    • BatchedTreeEnsembleClassifier.predict_proba()
• lale.lib.snapml.batched_tree_ensemble_regressor module
  • BatchedTreeEnsembleRegressor
    • BatchedTreeEnsembleRegressor.fit()
    • BatchedTreeEnsembleRegressor.partial_fit()
    • BatchedTreeEnsembleRegressor.predict()
    • BatchedTreeEnsembleRegressor.predict_proba()
• lale.lib.snapml.snap_boosting_machine_classifier module
  • SnapBoostingMachineClassifier
    • SnapBoostingMachineClassifier.fit()
    • SnapBoostingMachineClassifier.predict()
    • SnapBoostingMachineClassifier.predict_proba()
• lale.lib.snapml.snap_boosting_machine_regressor module
  • SnapBoostingMachineRegressor
    • SnapBoostingMachineRegressor.fit()
    • SnapBoostingMachineRegressor.predict()
• lale.lib.snapml.snap_decision_tree_classifier module
  • SnapDecisionTreeClassifier
    • SnapDecisionTreeClassifier.fit()
    • SnapDecisionTreeClassifier.predict()
    • SnapDecisionTreeClassifier.predict_proba()
• lale.lib.snapml.snap_decision_tree_regressor module
  • SnapDecisionTreeRegressor
    • SnapDecisionTreeRegressor.fit()
    • SnapDecisionTreeRegressor.predict()
• lale.lib.snapml.snap_linear_regression module
  • SnapLinearRegression
    • SnapLinearRegression.fit()
    • SnapLinearRegression.predict()
• lale.lib.snapml.snap_logistic_regression module
  • SnapLogisticRegression
    • SnapLogisticRegression.fit()
    • SnapLogisticRegression.predict()
    • SnapLogisticRegression.predict_proba()
• lale.lib.snapml.snap_random_forest_classifier module
  • SnapRandomForestClassifier
    • SnapRandomForestClassifier.fit()
    • SnapRandomForestClassifier.predict()
    • SnapRandomForestClassifier.predict_proba()
• lale.lib.snapml.snap_random_forest_regressor module
  • SnapRandomForestRegressor
    • SnapRandomForestRegressor.fit()
    • SnapRandomForestRegressor.predict()
• lale.lib.snapml.snap_svm_classifier module
  • SnapSVMClassifier
    • SnapSVMClassifier.decision_function()
    • SnapSVMClassifier.fit()
    • SnapSVMClassifier.predict()

Module contents

Schema-enhanced versions of the operators from Snap ML to enable hyperparameter tuning.

Operators

Classifiers:

• lale.lib.snapml. BatchedTreeEnsembleClassifier

• lale.lib.snapml. SnapBoostingMachineClassifier

• lale.lib.snapml. SnapDecisionTreeClassifier

• lale.lib.snapml. SnapLogisticRegression

• lale.lib.snapml. SnapRandomForestClassifier

• lale.lib.snapml. SnapSVMClassifier

Regressors:

• lale.lib.snapml. BatchedTreeEnsembleRegressor

• lale.lib.snapml. SnapBoostingMachineRegressor

• lale.lib.snapml. SnapDecisionTreeRegressor

• lale.lib.snapml. SnapLinearRegression

• lale.lib.snapml. SnapRandomForestRegressor