def test_regpack_to_stackingCV(): train_Xs, train_Ys, test_Xs, test_Ys = get_reg_data() reg_pack = RegressionPack() reg_pack.fit(train_Xs, train_Ys) stackingCV = reg_pack.to_stackingCVReg(meta_reg=reg_pack['skMLPReg']) helper_wrapper_reg_common(stackingCV)
def test_skLassoLarsCVReg(): reg = skLassoLarsCVReg() helper_wrapper_reg_common(reg)
def test_skRidgeReg(): reg = skRidgeReg() helper_wrapper_reg_common(reg)
def test_skDecisionTreeReg(): reg = skDecisionTreeReg() helper_wrapper_reg_common(reg)
def test_skAdaBoostReg(): reg = skAdaBoostReg() helper_wrapper_reg_common(reg)
def test_skBaggingReg(): reg = skBaggingReg() helper_wrapper_reg_common(reg)
def test_skHuberReg(): reg = skHuberReg() helper_wrapper_reg_common(reg)
def test_skGradientBoostingReg(): reg = skGradientBoostingReg() helper_wrapper_reg_common(reg)
def test_CatoostReg_wrapper(): reg = CatBoostReg() helper_wrapper_reg_common(reg)
def test_skExtraTreeReg(): reg = skExtraTreeReg() helper_wrapper_reg_common(reg)
def test_XGBoostReg_wrapper(): reg = XGBoostReg() helper_wrapper_reg_common(reg)
def test_mlxLinearReg(): reg = mlxLinearReg() helper_wrapper_reg_common(reg)
def test_mlxStackingReg(): meta = skBayesianRidgeReg() regs = [skDecisionTreeReg(), skLassoReg(), skMLPReg()] reg = mlxStackingReg(regs, meta) helper_wrapper_reg_common(reg)
def test_skElasticNetReg(): reg = skElasticNetReg() helper_wrapper_reg_common(reg)
def test_skKNeighborsReg(): reg = skKNeighborsReg() helper_wrapper_reg_common(reg)
def test_skIsotonicReg(): reg = skIsotonicReg() helper_wrapper_reg_common(reg)
def test_skPassiveAggressiveReg(): reg = skPassiveAggressiveReg() helper_wrapper_reg_common(reg)
def test_skMLPReg(): reg = skMLPReg() helper_wrapper_reg_common(reg)
def test_skRANSACReg(): reg = skRANSACReg() helper_wrapper_reg_common(reg)
def test_skRandomForestReg(): reg = skRandomForestReg() helper_wrapper_reg_common(reg)
def test_skTheilSenReg(): reg = skTheilSenReg() helper_wrapper_reg_common(reg)
def test_skGaussianProcessReg(): reg = skGaussianProcessReg() helper_wrapper_reg_common(reg)
def test_skLogisticReg(): reg = skLogisticReg() helper_wrapper_reg_common(reg)
def test_LightGBMReg_wrapper(): reg = LightGBMReg() helper_wrapper_reg_common(reg)
def test_regpack(): reg_pack = RegressionPack() helper_wrapper_reg_common(reg_pack)