Snowpark ML API Reference (Python)

Snowpark ML is a set of tools for creating and working with machine learning models in Python on Snowflake. See the Snowpark ML Developer Guide for more information.

Acknowledgements

Portions of the Snowpark ML API Reference are derived from scikit-learn, xgboost, and lightgbm documentation.

scikit-learn Copyright © 2007-2023 The scikit-learn developers. All rights reserved.
xgboost Copyright © 2019 by xgboost contributors.
lightgbm Copyright © Microsoft Corporation.


Container Runtime for ML APIs

The following APIs are available only in the version of snowpark-ml-python available in the Container Runtime for ML, accessible in Snowflake Notebooks running on Snowpark Container Services (SPCS).

Standard APIs

The following APIs are available in both the Container Runtime for ML and in the standalone client version of snowpark-ml-python accessible through conda and pip, in Snowsight Python worksheets, and in Snowflake notebooks running on a warehouse.