Created
August 30, 2022 19:51
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Add tuned airbnb xgb to TruEra
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#instantiate model | |
xgb_reg = xgb.XGBRegressor( | |
gamma = 9.525156702124235, | |
max_depth = 3, | |
min_child_weight = 9.517754381682627, | |
reg_alpha = 0.07435977523021892, | |
reg_lambda = 1.4770738953975366) | |
# combine both preprocessing and modeling | |
xgb_pipe = Pipeline([ | |
('preprocess', comprehensive_preprocessing), | |
('xgboost', xgb_reg) | |
]) | |
xgb_pipe.fit(X_train, y_train) | |
#add model to truera | |
tru.add_python_model("xgb_pipe_tuned_v3", xgb_pipe, pipeline_feature_map = feature_map_data) |
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