snowflake-ml-python API Reference¶
The snowflake-ml-python package is a set of tools for creating and working with machine learning models in Python on Snowflake.
See the Snowflake ML Developer Guide for more information.
Additional ML APIs are available in snowflake-ml-python when running on Container Runtime for ML.
snowflake-ml-python also includes Python APIs for Snowflake Cortex.
- Acknowledgements
Portions of the Snowpark ML API Reference are derived from scikit-learn, xgboost, and lightgbm documentation.
scikit-learn Copyright © 2007-2025 The scikit-learn developers. All rights reserved.xgboost Copyright © 2019 by xgboost contributors.lightgbm Copyright © Microsoft Corporation.
Table of Contents¶
- Standard ML APIs in
snowflake-ml-python- snowflake.ml.data
- snowflake.ml.dataset
- snowflake.ml.feature_store
- snowflake.ml.fileset
- snowflake.ml.model
- snowflake.ml.modeling
- snowflake.ml.modeling.calibration
- snowflake.ml.modeling.cluster
- snowflake.ml.modeling.compose
- snowflake.ml.modeling.covariance
- snowflake.ml.modeling.decomposition
- snowflake.ml.modeling.discriminant_analysis
- snowflake.ml.modeling.ensemble
- snowflake.ml.modeling.feature_selection
- snowflake.ml.modeling.gaussian_process
- snowflake.ml.modeling.impute
- snowflake.ml.modeling.kernel_approximation
- snowflake.ml.modeling.kernel_ridge
- snowflake.ml.modeling.lightgbm
- snowflake.ml.modeling.linear_model
- snowflake.ml.modeling.manifold
- snowflake.ml.modeling.metrics
- snowflake.ml.modeling.mixture
- snowflake.ml.modeling.model_selection
- snowflake.ml.modeling.multiclass
- snowflake.ml.modeling.naive_bayes
- snowflake.ml.modeling.neighbors
- snowflake.ml.modeling.neural_network
- snowflake.ml.modeling.pipeline
- snowflake.ml.modeling.preprocessing
- snowflake.ml.modeling.semi_supervised
- snowflake.ml.modeling.svm
- snowflake.ml.modeling.tree
- snowflake.ml.modeling.xgboost
- snowflake.ml.monitoring
- snowflake.ml.registry
- ML APIs available in
snowflake-ml-pythonrunning on Container Runtime for ML - Snowflake Cortex APIs in
snowflake-ml-python- snowflake.ml.cortex
- snowflake.cortex.CompleteOptions
- snowflake.cortex.Finetune
- snowflake.cortex.FinetuneJob
- snowflake.cortex.FinetuneStatus
- snowflake.cortex.classify_text
- snowflake.cortex.complete
- snowflake.cortex.embed_text_1024
- snowflake.cortex.embed_text_768
- snowflake.cortex.extract_answer
- snowflake.cortex.sentiment
- snowflake.cortex.summarize
- snowflake.cortex.translate
- snowflake.ml.cortex