Teradata Package for Python Function Reference on VantageCloud Lake - model_stats - Teradata Package for Python - Look here for syntax, methods and examples for the functions included in the Teradata Package for Python.
Teradata® Package for Python Function Reference on VantageCloud Lake
- Deployment
- VantageCloud
- Edition
- Lake
- Product
- Teradata Package for Python
- Release Number
- 20.00.00.03
- Published
- December 2024
- ft:locale
- en-US
- ft:lastEdition
- 2024-12-19
- dita:id
- TeradataPython_FxRef_Lake_2000
- Product Category
- Teradata Vantage
- teradataml.hyperparameter_tuner.optimizer.RandomSearch.model_stats
- DESCRIPTION:
Returns the model statistics of the model with best score.
RETURNS:
pandas DataFrame.
EXAMPLES:
>>> # Create an instance of the search algorithm called "optimizer_obj"
>>> # by referring "__init__()" method.
>>> # Perform "fit()" method on the optimizer_obj to populate model records.
>>> # Retrieve the model stats.
>>> optimizer_obj.model_stats
MODEL_ID DATA_ID PARAMETERS STATUS MAE
0 SVM_3 DF_0 {'input_columns': ['MedInc', 'HouseAge', 'AveR... PASS 2.616772`
1 SVM_0 DF_0 {'input_columns': ['MedInc', 'HouseAge', 'AveR... PASS 2.660815
2 SVM_1 DF_0 {'input_columns': ['MedInc', 'HouseAge', 'AveR... PASS 2.660815
3 SVM_2 DF_0 {'input_columns': ['MedInc', 'HouseAge', 'AveR... PASS 2.616772
4 SVM_4 DF_0 {'input_columns': ['MedInc', 'HouseAge', 'AveR... PASS 2.616772
5 SVM_5 DF_0 {'input_columns': ['MedInc', 'HouseAge', 'AveR... PASS 2.616772`