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joshreini1/truera_add_tuned_xgb_airbnb.py

Created August 30, 2022 19:51
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Add tuned airbnb xgb to TruEra
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truera_add_tuned_xgb_airbnb.py
#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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