Index

A

accuracy_score() (in module cuml.metrics.accuracy) AccuracyComparisonRunner (class in cuml.benchmark.runners) add_dummy_feature() (in module cuml.experimental.preprocessing) adjusted_rand_score() (in module cuml.metrics.cluster.adjusted_rand_index) aic() (cuml.tsa.ARIMA property)

aicc() (cuml.tsa.ARIMA property) algorithm_by_name() (in module cuml.benchmark.algorithms) AlgorithmPair (class in cuml.benchmark.algorithms) all_algorithms() (in module cuml.benchmark.algorithms) ARIMA (class in cuml.tsa) AutoARIMA (class in cuml.tsa.auto_arima)

B

BaseEstimator (class in cuml.dask.common.base) BenchmarkTimer (class in cuml.benchmark.runners)

bic() (cuml.tsa.ARIMA property) binarize() (in module cuml.experimental.preprocessing) Binarizer (class in cuml.experimental.preprocessing)

C

categories_() (cuml.preprocessing.OneHotEncoder property) CD (class in cuml) (class in cuml.dask.solvers) classes_() (cuml.svm.SVC property) coef_() (cuml.QN property) complexity() (cuml.tsa.ARIMA property) confusion_matrix() (cuml.metrics method) convert_to_fil_model() (cuml.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method) convert_to_treelite_model() (cuml.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method) CountVectorizer (class in cuml.feature_extraction.text) cuml.benchmark.algorithms module cuml.benchmark.datagen module cuml.benchmark.runners module cuml.dask.datasets.blobs module cuml.dask.datasets.classification module cuml.dask.datasets.regression module

cuml.experimental.preprocessing module cuml.metrics.accuracy module cuml.metrics.cluster.adjusted_rand_index module cuml.metrics.cluster.completeness_score module cuml.metrics.cluster.entropy module cuml.metrics.cluster.homogeneity_score module cuml.metrics.cluster.mutual_info_score module cuml.metrics.pairwise_distances module cuml.metrics.regression module cuml.metrics.trustworthiness module CumlArray (class in cuml.common) cython_completeness_score() (in module cuml.metrics.cluster.completeness_score) cython_entropy() (in module cuml.metrics.cluster.entropy) cython_homogeneity_score() (in module cuml.metrics.cluster.homogeneity_score) cython_mutual_info_score() (in module cuml.metrics.cluster.mutual_info_score)

D

DBSCAN (class in cuml) decision_function() (cuml.LogisticRegression method) (cuml.svm.SVC method) DelayedInverseTransformMixin (class in cuml.dask.common.base)

DelayedParallelFunc (class in cuml.dask.common.base) DelayedPredictionMixin (class in cuml.dask.common.base) DelayedTransformMixin (class in cuml.dask.common.base) dump_as_json() (cuml.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method)

E

ElasticNet (class in cuml) (class in cuml.dask.linear_model)

empty() (cuml.common.CumlArray class method) ExponentialSmoothing (class in cuml)

F

find_ab_params() (cuml.UMAP static method) fit() (cuml.CD method) (cuml.dask.cluster.KMeans method) (cuml.dask.decomposition.PCA method) (cuml.dask.decomposition.TruncatedSVD method) (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.ensemble.RandomForestRegressor method) (cuml.dask.feature_extraction.text.TfidfTransformer method) (cuml.dask.linear_model.ElasticNet method) (cuml.dask.linear_model.Lasso method) (cuml.dask.linear_model.LinearRegression method) (cuml.dask.linear_model.Ridge method) (cuml.dask.naive_bayes.MultinomialNB method) (cuml.dask.neighbors.KNeighborsClassifier method) (cuml.dask.neighbors.KNeighborsRegressor method) (cuml.dask.neighbors.NearestNeighbors method) (cuml.dask.preprocessing.LabelBinarizer method) (cuml.dask.preprocessing.OneHotEncoder method) (cuml.dask.solvers.CD method) (cuml.DBSCAN method) (cuml.ElasticNet method) (cuml.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method) (cuml.experimental.decomposition.IncrementalPCA method) (cuml.experimental.preprocessing.Binarizer method) (cuml.experimental.preprocessing.KBinsDiscretizer method) (cuml.experimental.preprocessing.MaxAbsScaler method) (cuml.experimental.preprocessing.MinMaxScaler method) (cuml.experimental.preprocessing.Normalizer method) (cuml.experimental.preprocessing.PolynomialFeatures method) (cuml.experimental.preprocessing.RobustScaler method) (cuml.experimental.preprocessing.SimpleImputer method) (cuml.experimental.preprocessing.StandardScaler method) (cuml.ExponentialSmoothing method) (cuml.feature_extraction.text.CountVectorizer method) (cuml.feature_extraction.text.HashingVectorizer method) (cuml.feature_extraction.text.TfidfVectorizer method) (cuml.KMeans method) (cuml.Lasso method) (cuml.LinearRegression method) (cuml.LogisticRegression method) (cuml.MBSGDClassifier method) (cuml.MBSGDRegressor method) (cuml.MultinomialNB method) (cuml.neighbors.KNeighborsClassifier method) (cuml.neighbors.KNeighborsRegressor method) (cuml.neighbors.NearestNeighbors method) (cuml.PCA method) (cuml.preprocessing.LabelBinarizer method) (cuml.preprocessing.LabelEncoder.LabelEncoder method) (cuml.preprocessing.OneHotEncoder method) (cuml.preprocessing.TargetEncoder.TargetEncoder method) (cuml.QN method) (cuml.Ridge method) (cuml.SGD method) (cuml.svm.SVC method) (cuml.svm.SVR method) (cuml.TruncatedSVD method) (cuml.tsa.ARIMA method) (cuml.tsa.auto_arima.AutoARIMA method) (cuml.TSNE method) (cuml.UMAP method)

fit_predict() (cuml.dask.cluster.KMeans method) (cuml.DBSCAN method) (cuml.KMeans method) fit_transform() (cuml.dask.cluster.KMeans method) (cuml.dask.decomposition.PCA method) (cuml.dask.decomposition.TruncatedSVD method) (cuml.dask.feature_extraction.text.TfidfTransformer method) (cuml.dask.preprocessing.LabelBinarizer method) (cuml.dask.preprocessing.OneHotEncoder method) (cuml.feature_extraction.text.CountVectorizer method) (cuml.feature_extraction.text.HashingVectorizer method) (cuml.feature_extraction.text.TfidfVectorizer method) (cuml.KMeans method) (cuml.PCA method) (cuml.preprocessing.LabelBinarizer method) (cuml.preprocessing.LabelEncoder.LabelEncoder method) (cuml.preprocessing.OneHotEncoder method) (cuml.preprocessing.TargetEncoder.TargetEncoder method) (cuml.TruncatedSVD method) (cuml.TSNE method) (cuml.UMAP method) forecast() (cuml.ExponentialSmoothing method) (cuml.tsa.ARIMA method) (cuml.tsa.auto_arima.AutoARIMA method) ForestInference (class in cuml) full() (cuml.common.CumlArray class method)

G

GaussianRandomProjection (class in cuml.random_projection) gen_data() (in module cuml.benchmark.datagen) get_combined_model() (cuml.dask.common.base.BaseEstimator method) get_feature_names() (cuml.experimental.preprocessing.PolynomialFeatures method) (cuml.feature_extraction.text.CountVectorizer method) get_fit_params() (cuml.tsa.ARIMA method) get_level() (cuml.ExponentialSmoothing method) get_neighbors() (cuml.dask.neighbors.NearestNeighbors method) get_param_names() (cuml.CD method) (cuml.DBSCAN method) (cuml.ElasticNet method) (cuml.experimental.decomposition.IncrementalPCA method) (cuml.ExponentialSmoothing method) (cuml.KMeans method) (cuml.Lasso method) (cuml.LinearRegression method) (cuml.LogisticRegression method) (cuml.MBSGDClassifier method) (cuml.MBSGDRegressor method) (cuml.MultinomialNB method) (cuml.neighbors.KNeighborsClassifier method) (cuml.neighbors.KNeighborsRegressor method) (cuml.neighbors.NearestNeighbors method) (cuml.PCA method) (cuml.preprocessing.LabelBinarizer method) (cuml.preprocessing.LabelEncoder.LabelEncoder method) (cuml.preprocessing.OneHotEncoder method) (cuml.QN method) (cuml.random_projection.GaussianRandomProjection method) (cuml.random_projection.SparseRandomProjection method) (cuml.Ridge method) (cuml.SGD method) (cuml.svm.SVC method) (cuml.TruncatedSVD method) (cuml.tsa.ARIMA method) (cuml.TSNE method) (cuml.UMAP method)

get_params() (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.ensemble.RandomForestRegressor method) (cuml.tsa.ARIMA method) get_season() (cuml.ExponentialSmoothing method) get_trend() (cuml.ExponentialSmoothing method)

H

HashingVectorizer (class in cuml.feature_extraction.text)

I

IncrementalPCA (class in cuml.experimental.decomposition) inverse_transform() (cuml.dask.decomposition.PCA method) (cuml.dask.decomposition.TruncatedSVD method) (cuml.dask.preprocessing.LabelBinarizer method) (cuml.dask.preprocessing.OneHotEncoder method) (cuml.experimental.preprocessing.KBinsDiscretizer method) (cuml.experimental.preprocessing.MaxAbsScaler method) (cuml.experimental.preprocessing.MinMaxScaler method) (cuml.experimental.preprocessing.RobustScaler method) (cuml.experimental.preprocessing.StandardScaler method) (cuml.feature_extraction.text.CountVectorizer method) (cuml.PCA method) (cuml.preprocessing.LabelBinarizer method) (cuml.preprocessing.LabelEncoder.LabelEncoder method) (cuml.preprocessing.OneHotEncoder method) (cuml.TruncatedSVD method)

J

johnson_lindenstrauss_min_dim() (cuml.random_projection method)

K

KBinsDiscretizer (class in cuml.experimental.preprocessing) KernelExplainer (class in cuml.experimental.explainer) KMeans (class in cuml) (class in cuml.dask.cluster) kneighbors() (cuml.dask.neighbors.NearestNeighbors method) (cuml.neighbors.NearestNeighbors method)

kneighbors_graph() (cuml.neighbors.NearestNeighbors method) KNeighborsClassifier (class in cuml.dask.neighbors) (class in cuml.neighbors) KNeighborsRegressor (class in cuml.dask.neighbors) (class in cuml.neighbors)

L

label_binarize() (cuml.preprocessing method) LabelBinarizer (class in cuml.dask.preprocessing) (class in cuml.preprocessing) LabelEncoder (class in cuml.preprocessing.LabelEncoder) Lasso (class in cuml) (class in cuml.dask.linear_model) LinearRegression (class in cuml) (class in cuml.dask.linear_model)

llf() (cuml.tsa.ARIMA property) load() (cuml.ForestInference static method) load_from_sklearn() (cuml.ForestInference static method) load_from_treelite_model() (cuml.ForestInference method) load_higgs() (in module cuml.benchmark.datagen) load_using_treelite_handle() (cuml.ForestInference method) LogisticRegression (class in cuml)

M

make_arima() (cuml.datasets method) make_blobs() (cuml.datasets method) (in module cuml.dask.datasets.blobs) make_classification() (cuml.datasets method) (in module cuml.dask.datasets.classification) make_low_rank_matrix() (in module cuml.dask.datasets.regression) make_regression() (cuml.datasets method) (in module cuml.dask.datasets.regression) MaxAbsScaler (class in cuml.experimental.preprocessing) MBSGDClassifier (class in cuml) MBSGDRegressor (class in cuml) mean_absolute_error() (in module cuml.metrics.regression) mean_squared_error() (in module cuml.metrics.regression) mean_squared_log_error() (in module cuml.metrics.regression) minmax_scale() (in module cuml.experimental.preprocessing) MinMaxScaler (class in cuml.experimental.preprocessing) module cuml.benchmark.algorithms cuml.benchmark.datagen cuml.benchmark.runners cuml.dask.datasets.blobs cuml.dask.datasets.classification cuml.dask.datasets.regression cuml.experimental.preprocessing cuml.metrics.accuracy cuml.metrics.cluster.adjusted_rand_index cuml.metrics.cluster.completeness_score cuml.metrics.cluster.entropy cuml.metrics.cluster.homogeneity_score cuml.metrics.cluster.mutual_info_score cuml.metrics.pairwise_distances cuml.metrics.regression cuml.metrics.trustworthiness

MultinomialNB (class in cuml) (class in cuml.dask.naive_bayes)

N

NearestNeighbors (class in cuml.dask.neighbors) (class in cuml.neighbors)

normalize() (in module cuml.experimental.preprocessing) Normalizer (class in cuml.experimental.preprocessing)

O

OneHotEncoder (class in cuml.dask.preprocessing) (class in cuml.preprocessing)

ones() (cuml.common.CumlArray class method)

P

pack() (cuml.tsa.ARIMA method) pairwise_distances() (in module cuml.metrics.pairwise_distances) partial_fit() (cuml.experimental.decomposition.IncrementalPCA method) (cuml.experimental.preprocessing.MaxAbsScaler method) (cuml.experimental.preprocessing.MinMaxScaler method) (cuml.experimental.preprocessing.StandardScaler method) (cuml.feature_extraction.text.HashingVectorizer method) (cuml.MultinomialNB method) PCA (class in cuml) (class in cuml.dask.decomposition) PermutationExplainer (class in cuml.experimental.explainer) PolynomialFeatures (class in cuml.experimental.preprocessing) PorterStemmer (class in cuml.preprocessing.text.stem) precision_recall_curve() (cuml.metrics method) predict() (cuml.CD method) (cuml.dask.cluster.KMeans method) (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.ensemble.RandomForestRegressor method) (cuml.dask.linear_model.ElasticNet method) (cuml.dask.linear_model.Lasso method) (cuml.dask.linear_model.LinearRegression method) (cuml.dask.linear_model.Ridge method) (cuml.dask.naive_bayes.MultinomialNB method) (cuml.dask.neighbors.KNeighborsClassifier method) (cuml.dask.neighbors.KNeighborsRegressor method) (cuml.dask.solvers.CD method) (cuml.ElasticNet method) (cuml.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method) (cuml.ForestInference method) (cuml.KMeans method) (cuml.Lasso method) (cuml.LinearRegression method) (cuml.LogisticRegression method) (cuml.MBSGDClassifier method) (cuml.MBSGDRegressor method) (cuml.MultinomialNB method) (cuml.neighbors.KNeighborsClassifier method) (cuml.neighbors.KNeighborsRegressor method) (cuml.QN method) (cuml.Ridge method) (cuml.SGD method) (cuml.svm.SVC method) (cuml.svm.SVR method) (cuml.tsa.ARIMA method) (cuml.tsa.auto_arima.AutoARIMA method)

predict_log_proba() (cuml.LogisticRegression method) (cuml.MultinomialNB method) (cuml.svm.SVC method) predict_model_on_cpu() (cuml.dask.ensemble.RandomForestClassifier method) predict_proba() (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.neighbors.KNeighborsClassifier method) (cuml.ensemble.RandomForestClassifier method) (cuml.ForestInference method) (cuml.LogisticRegression method) (cuml.MultinomialNB method) (cuml.neighbors.KNeighborsClassifier method) (cuml.svm.SVC method) predictClass() (cuml.SGD method) print_detailed() (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.ensemble.RandomForestRegressor method) (cuml.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method) print_summary() (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.ensemble.RandomForestRegressor method) (cuml.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method)

Q

QN (class in cuml)

R

r2_score() (in module cuml.metrics.regression) random_state RandomForestClassifier (class in cuml.dask.ensemble) (class in cuml.ensemble) RandomForestRegressor (class in cuml.dask.ensemble) (class in cuml.ensemble) Ridge (class in cuml) (class in cuml.dask.linear_model)

robust_scale() (in module cuml.experimental.preprocessing) RobustScaler (class in cuml.experimental.preprocessing) roc_auc_score() (cuml.metrics method) run_cpu() (cuml.benchmark.algorithms.AlgorithmPair method) run_cuml() (cuml.benchmark.algorithms.AlgorithmPair method) run_variations() (in module cuml.benchmark.runners)

S

scale() (in module cuml.experimental.preprocessing) score() (cuml.dask.cluster.KMeans method) (cuml.dask.naive_bayes.MultinomialNB method) (cuml.dask.neighbors.KNeighborsClassifier method) (cuml.dask.neighbors.KNeighborsRegressor method) (cuml.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method) (cuml.ExponentialSmoothing method) (cuml.KMeans method) (cuml.QN method) search() (cuml.tsa.auto_arima.AutoARIMA method) set_fit_params() (cuml.tsa.ARIMA method) set_global_output_type() (cuml.common.memory_utils method)

set_params() (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.ensemble.RandomForestRegressor method) (cuml.tsa.ARIMA method) SGD (class in cuml) shap_values() (cuml.experimental.explainer.KernelExplainer method) (cuml.experimental.explainer.PermutationExplainer method) SimpleImputer (class in cuml.experimental.preprocessing) SparseRandomProjection (class in cuml.random_projection) SpeedupComparisonRunner (class in cuml.benchmark.runners) StandardScaler (class in cuml.experimental.preprocessing) stem() (cuml.preprocessing.text.stem.PorterStemmer method) summary() (cuml.tsa.auto_arima.AutoARIMA method) SVC (class in cuml.svm) SVR (class in cuml.svm)

T

TargetEncoder (class in cuml.preprocessing.TargetEncoder) TfidfTransformer (class in cuml.dask.feature_extraction.text) TfidfVectorizer (class in cuml.feature_extraction.text) to_output() (cuml.common.CumlArray method) train_test_split() (cuml.preprocessing.model_selection method) transform() (cuml.dask.cluster.KMeans method) (cuml.dask.decomposition.PCA method) (cuml.dask.decomposition.TruncatedSVD method) (cuml.dask.feature_extraction.text.TfidfTransformer method) (cuml.dask.manifold.UMAP method) (cuml.dask.preprocessing.LabelBinarizer method) (cuml.dask.preprocessing.OneHotEncoder method) (cuml.experimental.decomposition.IncrementalPCA method) (cuml.experimental.preprocessing.Binarizer method) (cuml.experimental.preprocessing.KBinsDiscretizer method) (cuml.experimental.preprocessing.MaxAbsScaler method) (cuml.experimental.preprocessing.MinMaxScaler method) (cuml.experimental.preprocessing.Normalizer method) (cuml.experimental.preprocessing.PolynomialFeatures method) (cuml.experimental.preprocessing.RobustScaler method) (cuml.experimental.preprocessing.SimpleImputer method) (cuml.experimental.preprocessing.StandardScaler method) (cuml.feature_extraction.text.CountVectorizer method) (cuml.feature_extraction.text.HashingVectorizer method) (cuml.feature_extraction.text.TfidfVectorizer method) (cuml.KMeans method) (cuml.PCA method) (cuml.preprocessing.LabelBinarizer method) (cuml.preprocessing.LabelEncoder.LabelEncoder method) (cuml.preprocessing.OneHotEncoder method) (cuml.preprocessing.TargetEncoder.TargetEncoder method) (cuml.TruncatedSVD method) (cuml.UMAP method)

TruncatedSVD (class in cuml) (class in cuml.dask.decomposition) trustworthiness() (in module cuml.metrics.trustworthiness) TSNE (class in cuml)

U

UMAP (class in cuml) (class in cuml.dask.manifold)

unpack() (cuml.tsa.ARIMA method) update_log_probs() (cuml.MultinomialNB method) using_output_type() (cuml.common.memory_utils method)

V

validate_hyperparams() (cuml.UMAP method)

Z

zeros() (cuml.common.CumlArray class method)