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.
Table of Contents¶
- snowflake.ml.cortex
- snowflake.cortex.CompleteOptions
 - snowflake.cortex.Finetune
 - snowflake.cortex.FinetuneJob
 - snowflake.cortex.FinetuneStatus
 - snowflake.cortex.ClassifyText
 - snowflake.cortex.Complete
 - snowflake.cortex.EmbedText768
 - snowflake.cortex.EmbedText1024
 - snowflake.cortex.ExtractAnswer
 - snowflake.cortex.Sentiment
 - snowflake.cortex.Summarize
 - snowflake.cortex.Translate
 
 - 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.cluster.AffinityPropagation
 - snowflake.ml.modeling.cluster.AgglomerativeClustering
 - snowflake.ml.modeling.cluster.Birch
 - snowflake.ml.modeling.cluster.BisectingKMeans
 - snowflake.ml.modeling.cluster.DBSCAN
 - snowflake.ml.modeling.cluster.FeatureAgglomeration
 - snowflake.ml.modeling.cluster.KMeans
 - snowflake.ml.modeling.cluster.MeanShift
 - snowflake.ml.modeling.cluster.MiniBatchKMeans
 - snowflake.ml.modeling.cluster.OPTICS
 - snowflake.ml.modeling.cluster.SpectralBiclustering
 - snowflake.ml.modeling.cluster.SpectralClustering
 - snowflake.ml.modeling.cluster.SpectralCoclustering
 
 - snowflake.ml.modeling.compose
 - snowflake.ml.modeling.covariance
- snowflake.ml.modeling.covariance.EllipticEnvelope
 - snowflake.ml.modeling.covariance.EmpiricalCovariance
 - snowflake.ml.modeling.covariance.GraphicalLasso
 - snowflake.ml.modeling.covariance.GraphicalLassoCV
 - snowflake.ml.modeling.covariance.LedoitWolf
 - snowflake.ml.modeling.covariance.MinCovDet
 - snowflake.ml.modeling.covariance.OAS
 - snowflake.ml.modeling.covariance.ShrunkCovariance
 
 - snowflake.ml.modeling.decomposition
- snowflake.ml.modeling.decomposition.DictionaryLearning
 - snowflake.ml.modeling.decomposition.FactorAnalysis
 - snowflake.ml.modeling.decomposition.FastICA
 - snowflake.ml.modeling.decomposition.IncrementalPCA
 - snowflake.ml.modeling.decomposition.KernelPCA
 - snowflake.ml.modeling.decomposition.MiniBatchDictionaryLearning
 - snowflake.ml.modeling.decomposition.MiniBatchSparsePCA
 - snowflake.ml.modeling.decomposition.PCA
 - snowflake.ml.modeling.decomposition.SparsePCA
 - snowflake.ml.modeling.decomposition.TruncatedSVD
 
 - snowflake.ml.modeling.discriminant_analysis
 - snowflake.ml.modeling.ensemble
- snowflake.ml.modeling.ensemble.AdaBoostClassifier
 - snowflake.ml.modeling.ensemble.AdaBoostRegressor
 - snowflake.ml.modeling.ensemble.BaggingClassifier
 - snowflake.ml.modeling.ensemble.BaggingRegressor
 - snowflake.ml.modeling.ensemble.ExtraTreesClassifier
 - snowflake.ml.modeling.ensemble.ExtraTreesRegressor
 - snowflake.ml.modeling.ensemble.GradientBoostingClassifier
 - snowflake.ml.modeling.ensemble.GradientBoostingRegressor
 - snowflake.ml.modeling.ensemble.HistGradientBoostingClassifier
 - snowflake.ml.modeling.ensemble.HistGradientBoostingRegressor
 - snowflake.ml.modeling.ensemble.IsolationForest
 - snowflake.ml.modeling.ensemble.RandomForestClassifier
 - snowflake.ml.modeling.ensemble.RandomForestRegressor
 - snowflake.ml.modeling.ensemble.StackingRegressor
 - snowflake.ml.modeling.ensemble.VotingClassifier
 - snowflake.ml.modeling.ensemble.VotingRegressor
 
 - snowflake.ml.modeling.feature_selection
- snowflake.ml.modeling.feature_selection.GenericUnivariateSelect
 - snowflake.ml.modeling.feature_selection.SelectFdr
 - snowflake.ml.modeling.feature_selection.SelectFpr
 - snowflake.ml.modeling.feature_selection.SelectFwe
 - snowflake.ml.modeling.feature_selection.SelectKBest
 - snowflake.ml.modeling.feature_selection.SelectPercentile
 - snowflake.ml.modeling.feature_selection.SequentialFeatureSelector
 - snowflake.ml.modeling.feature_selection.VarianceThreshold
 
 - 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.linear_model.ARDRegression
 - snowflake.ml.modeling.linear_model.BayesianRidge
 - snowflake.ml.modeling.linear_model.ElasticNet
 - snowflake.ml.modeling.linear_model.ElasticNetCV
 - snowflake.ml.modeling.linear_model.GammaRegressor
 - snowflake.ml.modeling.linear_model.HuberRegressor
 - snowflake.ml.modeling.linear_model.Lars
 - snowflake.ml.modeling.linear_model.LarsCV
 - snowflake.ml.modeling.linear_model.Lasso
 - snowflake.ml.modeling.linear_model.LassoCV
 - snowflake.ml.modeling.linear_model.LassoLars
 - snowflake.ml.modeling.linear_model.LassoLarsCV
 - snowflake.ml.modeling.linear_model.LassoLarsIC
 - snowflake.ml.modeling.linear_model.LinearRegression
 - snowflake.ml.modeling.linear_model.LogisticRegression
 - snowflake.ml.modeling.linear_model.LogisticRegressionCV
 - snowflake.ml.modeling.linear_model.MultiTaskElasticNet
 - snowflake.ml.modeling.linear_model.MultiTaskElasticNetCV
 - snowflake.ml.modeling.linear_model.MultiTaskLasso
 - snowflake.ml.modeling.linear_model.MultiTaskLassoCV
 - snowflake.ml.modeling.linear_model.OrthogonalMatchingPursuit
 - snowflake.ml.modeling.linear_model.PassiveAggressiveClassifier
 - snowflake.ml.modeling.linear_model.PassiveAggressiveRegressor
 - snowflake.ml.modeling.linear_model.Perceptron
 - snowflake.ml.modeling.linear_model.PoissonRegressor
 - snowflake.ml.modeling.linear_model.RANSACRegressor
 - snowflake.ml.modeling.linear_model.Ridge
 - snowflake.ml.modeling.linear_model.RidgeClassifier
 - snowflake.ml.modeling.linear_model.RidgeClassifierCV
 - snowflake.ml.modeling.linear_model.RidgeCV
 - snowflake.ml.modeling.linear_model.SGDClassifier
 - snowflake.ml.modeling.linear_model.SGDOneClassSVM
 - snowflake.ml.modeling.linear_model.SGDRegressor
 - snowflake.ml.modeling.linear_model.TheilSenRegressor
 - snowflake.ml.modeling.linear_model.TweedieRegressor
 
 - snowflake.ml.modeling.manifold
 - snowflake.ml.modeling.metrics
- snowflake.ml.modeling.metrics.accuracy_score
 - snowflake.ml.modeling.metrics.confusion_matrix
 - snowflake.ml.modeling.metrics.correlation
 - snowflake.ml.modeling.metrics.covariance
 - snowflake.ml.modeling.metrics.d2_absolute_error_score
 - snowflake.ml.modeling.metrics.d2_pinball_score
 - snowflake.ml.modeling.metrics.explained_variance_score
 - snowflake.ml.modeling.metrics.f1_score
 - snowflake.ml.modeling.metrics.fbeta_score
 - snowflake.ml.modeling.metrics.log_loss
 - snowflake.ml.modeling.metrics.mean_absolute_error
 - snowflake.ml.modeling.metrics.mean_absolute_percentage_error
 - snowflake.ml.modeling.metrics.mean_squared_error
 - snowflake.ml.modeling.metrics.precision_recall_curve
 - snowflake.ml.modeling.metrics.precision_recall_fscore_support
 - snowflake.ml.modeling.metrics.precision_score
 - snowflake.ml.modeling.metrics.r2_score
 - snowflake.ml.modeling.metrics.recall_score
 - snowflake.ml.modeling.metrics.roc_auc_score
 - snowflake.ml.modeling.metrics.roc_curve
 
 - 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.neighbors.KernelDensity
 - snowflake.ml.modeling.neighbors.KNeighborsClassifier
 - snowflake.ml.modeling.neighbors.KNeighborsRegressor
 - snowflake.ml.modeling.neighbors.LocalOutlierFactor
 - snowflake.ml.modeling.neighbors.NearestCentroid
 - snowflake.ml.modeling.neighbors.NearestNeighbors
 - snowflake.ml.modeling.neighbors.NeighborhoodComponentsAnalysis
 - snowflake.ml.modeling.neighbors.RadiusNeighborsClassifier
 - snowflake.ml.modeling.neighbors.RadiusNeighborsRegressor
 
 - snowflake.ml.modeling.neural_network
 - snowflake.ml.modeling.pipeline
 - snowflake.ml.modeling.preprocessing
- snowflake.ml.modeling.preprocessing.StandardScaler
 - snowflake.ml.modeling.preprocessing.OrdinalEncoder
 - snowflake.ml.modeling.preprocessing.MinMaxScaler
 - snowflake.ml.modeling.preprocessing.LabelEncoder
 - snowflake.ml.modeling.preprocessing.RobustScaler
 - snowflake.ml.modeling.preprocessing.KBinsDiscretizer
 - snowflake.ml.modeling.preprocessing.MaxAbsScaler
 - snowflake.ml.modeling.preprocessing.Normalizer
 - snowflake.ml.modeling.preprocessing.OneHotEncoder
 - snowflake.ml.modeling.preprocessing.Binarizer
 - snowflake.ml.modeling.preprocessing.PolynomialFeatures
 
 - snowflake.ml.modeling.semi_supervised
 - snowflake.ml.modeling.svm
 - snowflake.ml.modeling.tree
 - snowflake.ml.modeling.xgboost
 
 - snowflake.ml.registry