Index

A

accuracy_score() (in module cuml.metrics) AccuracyComparisonRunner (class in cuml.benchmark.runners) add_dummy_feature() (in module cuml.preprocessing) adjusted_rand_score() (in module cuml.metrics.cluster) AgglomerativeClustering (class in cuml.cluster) algorithm_by_name() (in module cuml.benchmark.algorithms) AlgorithmPair (class in cuml.benchmark.algorithms)

align_bytes (cuml.fil.ForestInference property) all_algorithms() (in module cuml.benchmark.algorithms) all_points_membership_vectors() (in module cuml.cluster.hdbscan) apply() (cuml.fil.ForestInference method) approximate_predict() (in module cuml.cluster.hdbscan) 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)

BernoulliNB (class in cuml.naive_bayes) binarize() (in module cuml.preprocessing) Binarizer (class in cuml.preprocessing)

C

CategoricalNB (class in cuml.naive_bayes) CD (class in cuml.dask.solvers) (class in cuml.solvers) ColumnTransformer (class in cuml.compose) ComplementNB (class in cuml.naive_bayes) completeness_score() (in module cuml.metrics.cluster) complexity (cuml.tsa.ARIMA property) condensed_tree_ (cuml.cluster.hdbscan.HDBSCAN property) confusion_matrix() (in module cuml.metrics) CountVectorizer (class in cuml.feature_extraction.text) cpu_forest (cuml.fil.ForestInference property) cuml module cuml.accel module cuml.benchmark.algorithms module cuml.benchmark.datagen module cuml.benchmark.runners module cuml.cluster module cuml.compose module cuml.covariance module cuml.dask module cuml.datasets module cuml.decomposition module

cuml.ensemble module cuml.explainer module cuml.feature_extraction module cuml.fil module cuml.kernel_ridge module cuml.linear_model module cuml.manifold module cuml.metrics module cuml.model_selection module cuml.multiclass module cuml.naive_bayes module cuml.neighbors module cuml.preprocessing module cuml.random_projection module cuml.solvers module cuml.svm module cuml.tsa module

D

DBSCAN (class in cuml.cluster) (class in cuml.dask.cluster) decision_function() (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) device_id (cuml.fil.ForestInference property)

E

ElasticNet (class in cuml.dask.linear_model) (class in cuml.linear_model) enabled() (in module cuml.accel)

entropy() (in module cuml.metrics.cluster) error_norm() (cuml.covariance.LedoitWolf method) expected_value (cuml.explainer.TreeExplainer attribute) ExponentialSmoothing (class in cuml.tsa)

F

find_ab_params() (in module cuml.manifold.umap) fit() (cuml.cluster.AgglomerativeClustering method) (cuml.cluster.DBSCAN method) (cuml.cluster.hdbscan.HDBSCAN method) (cuml.cluster.KMeans method) (cuml.cluster.SpectralClustering method) (cuml.compose.ColumnTransformer method) (cuml.covariance.LedoitWolf method) (cuml.dask.cluster.DBSCAN 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.decomposition.IncrementalPCA method) (cuml.decomposition.PCA method) (cuml.decomposition.TruncatedSVD method) (cuml.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method) (cuml.experimental.linear_model.Lars method) (cuml.feature_extraction.text.CountVectorizer method) (cuml.feature_extraction.text.HashingVectorizer method) (cuml.feature_extraction.text.TfidfVectorizer method) (cuml.kernel_ridge.KernelRidge method) (cuml.linear_model.ElasticNet method) (cuml.linear_model.LinearRegression method) (cuml.linear_model.LogisticRegression method) (cuml.linear_model.MBSGDClassifier method) (cuml.linear_model.MBSGDRegressor method) (cuml.linear_model.Ridge method) (cuml.manifold.SpectralEmbedding method) (cuml.manifold.TSNE method) (cuml.manifold.UMAP method) (cuml.naive_bayes.GaussianNB method) (cuml.neighbors.KernelDensity method) (cuml.neighbors.KNeighborsClassifier method) (cuml.neighbors.KNeighborsRegressor method) (cuml.preprocessing.Binarizer method) (cuml.preprocessing.FunctionTransformer method) (cuml.preprocessing.KBinsDiscretizer method) (cuml.preprocessing.KernelCenterer method) (cuml.preprocessing.LabelBinarizer method) (cuml.preprocessing.LabelEncoder method) (cuml.preprocessing.MaxAbsScaler method) (cuml.preprocessing.MinMaxScaler method) (cuml.preprocessing.MissingIndicator method) (cuml.preprocessing.Normalizer method) (cuml.preprocessing.OneHotEncoder method) (cuml.preprocessing.PolynomialFeatures method) (cuml.preprocessing.PowerTransformer method) (cuml.preprocessing.QuantileTransformer method) (cuml.preprocessing.RobustScaler method) (cuml.preprocessing.SimpleImputer method) (cuml.preprocessing.StandardScaler method) (cuml.preprocessing.TargetEncoder method) (cuml.solvers.CD method) (cuml.solvers.QN method) (cuml.solvers.SGD method) (cuml.svm.LinearSVC method) (cuml.svm.LinearSVR method) (cuml.svm.SVC method) (cuml.svm.SVR method) (cuml.tsa.ARIMA method) (cuml.tsa.auto_arima.AutoARIMA method) (cuml.tsa.ExponentialSmoothing method)

fit_predict() (cuml.cluster.AgglomerativeClustering method) (cuml.cluster.DBSCAN method) (cuml.cluster.hdbscan.HDBSCAN method) (cuml.cluster.KMeans method) (cuml.cluster.SpectralClustering method) (cuml.dask.cluster.DBSCAN method) (cuml.dask.cluster.KMeans method) fit_transform() (cuml.cluster.KMeans method) (cuml.compose.ColumnTransformer method) (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.decomposition.PCA method) (cuml.decomposition.TruncatedSVD method) (cuml.feature_extraction.text.CountVectorizer method) (cuml.feature_extraction.text.HashingVectorizer method) (cuml.feature_extraction.text.TfidfVectorizer method) (cuml.manifold.SpectralEmbedding method) (cuml.manifold.TSNE method) (cuml.manifold.UMAP method) (cuml.preprocessing.LabelBinarizer method) (cuml.preprocessing.LabelEncoder method) (cuml.preprocessing.MissingIndicator method) (cuml.preprocessing.OneHotEncoder method) (cuml.preprocessing.PowerTransformer method) (cuml.preprocessing.TargetEncoder method) forecast() (cuml.tsa.ARIMA method) (cuml.tsa.auto_arima.AutoARIMA method) (cuml.tsa.ExponentialSmoothing method) forest (cuml.fil.ForestInference property) ForestInference (class in cuml.fil) FunctionTransformer (class in cuml.preprocessing) fuzzy_simplicial_set() (in module cuml.manifold.umap)

G

GaussianNB (class in cuml.naive_bayes) GaussianRandomProjection (class in cuml.random_projection) gen_data() (in module cuml.benchmark.datagen) generate_prediction_data() (cuml.cluster.hdbscan.HDBSCAN method) get_combined_model() (cuml.dask.common.base.BaseEstimator method) get_feature_names() (cuml.compose.ColumnTransformer method) (cuml.feature_extraction.text.CountVectorizer method) (cuml.feature_extraction.text.TfidfVectorizer method) (cuml.preprocessing.OneHotEncoder method) (cuml.preprocessing.PolynomialFeatures method) get_fit_params() (cuml.tsa.ARIMA method)

get_level() (cuml.tsa.ExponentialSmoothing method) get_n_splits() (cuml.model_selection.KFold method) get_neighbors() (cuml.dask.neighbors.NearestNeighbors method) get_params() (cuml.compose.ColumnTransformer method) (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.ensemble.RandomForestRegressor method) (cuml.tsa.ARIMA method) get_precision() (cuml.covariance.LedoitWolf method) get_season() (cuml.tsa.ExponentialSmoothing method) get_trend() (cuml.tsa.ExponentialSmoothing method) gpu_forest (cuml.fil.ForestInference property)

H

has_cpu() (cuml.benchmark.algorithms.AlgorithmPair method) has_cuml() (cuml.benchmark.algorithms.AlgorithmPair method)

HashingVectorizer (class in cuml.feature_extraction.text) HDBSCAN (class in cuml.cluster.hdbscan) homogeneity_score() (in module cuml.metrics.cluster)

I

IncrementalPCA (class in cuml.decomposition) install() (in module cuml.accel) intercept_ (cuml.svm.SVC property) inverse_transform() (cuml.dask.decomposition.PCA method) (cuml.dask.decomposition.TruncatedSVD method) (cuml.dask.preprocessing.LabelBinarizer method) (cuml.dask.preprocessing.OneHotEncoder method) (cuml.decomposition.PCA method) (cuml.decomposition.TruncatedSVD method) (cuml.feature_extraction.text.CountVectorizer method) (cuml.manifold.UMAP method) (cuml.preprocessing.FunctionTransformer method) (cuml.preprocessing.KBinsDiscretizer method) (cuml.preprocessing.LabelBinarizer method) (cuml.preprocessing.LabelEncoder method) (cuml.preprocessing.MaxAbsScaler method) (cuml.preprocessing.MinMaxScaler method) (cuml.preprocessing.OneHotEncoder method) (cuml.preprocessing.PowerTransformer method) (cuml.preprocessing.QuantileTransformer method) (cuml.preprocessing.RobustScaler method) (cuml.preprocessing.StandardScaler method)

is_classifier (cuml.fil.ForestInference property) is_proxy() (in module cuml.accel)

J

johnson_lindenstrauss_min_dim() (in module cuml.random_projection)

K

KBinsDiscretizer (class in cuml.preprocessing) KernelCenterer (class in cuml.preprocessing) KernelDensity (class in cuml.neighbors) KernelExplainer (class in cuml.explainer) KernelRidge (class in cuml.kernel_ridge) KFold (class in cuml.model_selection) kl_divergence() (in module cuml.metrics)

kl_divergence_ (cuml.manifold.TSNE property) KMeans (class in cuml.cluster) (class in cuml.dask.cluster) kneighbors() (cuml.dask.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() (in module cuml.preprocessing) LabelBinarizer (class in cuml.dask.preprocessing) (class in cuml.preprocessing) LabelEncoder (class in cuml.preprocessing) Lars (class in cuml.experimental.linear_model) Lasso (class in cuml.dask.linear_model) (class in cuml.linear_model) layout (cuml.fil.ForestInference property) LedoitWolf (class in cuml.covariance)

LinearRegression (class in cuml.dask.linear_model) (class in cuml.linear_model) LinearSVC (class in cuml.svm) LinearSVR (class in cuml.svm) llf (cuml.tsa.ARIMA property) load() (cuml.fil.ForestInference class method) load_from_sklearn() (cuml.fil.ForestInference class method) load_from_treelite_model() (cuml.fil.ForestInference class method) log_loss() (in module cuml.metrics) LogisticRegression (class in cuml.linear_model)

M

mahalanobis() (cuml.covariance.LedoitWolf method) make_arima() (in module cuml.datasets) make_blobs() (in module cuml.dask.datasets) (in module cuml.datasets) make_classification() (in module cuml.dask.datasets) (in module cuml.datasets) make_column_selector (class in cuml.compose) make_column_transformer() (in module cuml.compose) make_regression() (in module cuml.dask.datasets) (in module cuml.datasets) maxabs_scale() (in module cuml.preprocessing) MaxAbsScaler (class in cuml.preprocessing) MBSGDClassifier (class in cuml.linear_model) MBSGDRegressor (class in cuml.linear_model) mean_absolute_error() (in module cuml.metrics) mean_squared_error() (in module cuml.metrics) mean_squared_log_error() (in module cuml.metrics) median_absolute_error() (in module cuml.metrics) membership_vector() (in module cuml.cluster.hdbscan) minimum_spanning_tree_ (cuml.cluster.hdbscan.HDBSCAN property) minmax_scale() (in module cuml.preprocessing) MinMaxScaler (class in cuml.preprocessing) MissingIndicator (class in cuml.preprocessing) module cuml cuml.accel cuml.benchmark.algorithms cuml.benchmark.datagen cuml.benchmark.runners cuml.cluster cuml.compose cuml.covariance cuml.dask cuml.datasets cuml.decomposition cuml.ensemble cuml.explainer cuml.feature_extraction cuml.fil cuml.kernel_ridge cuml.linear_model cuml.manifold cuml.metrics cuml.model_selection cuml.multiclass cuml.naive_bayes cuml.neighbors cuml.preprocessing cuml.random_projection cuml.solvers cuml.svm cuml.tsa

MultinomialNB (class in cuml.dask.naive_bayes) (class in cuml.naive_bayes) mutual_info_score() (in module cuml.metrics.cluster)

N

named_transformers_ (cuml.compose.ColumnTransformer property) nan_euclidean_distances() (in module cuml.metrics) NearestNeighbors (class in cuml.dask.neighbors) (class in cuml.neighbors)

normalize() (in module cuml.preprocessing) Normalizer (class in cuml.preprocessing) num_outputs() (cuml.fil.ForestInference method) num_trees() (cuml.fil.ForestInference method)

O

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

OneVsRestClassifier (class in cuml.multiclass) optimize() (cuml.fil.ForestInference method) outputs_2d_ (cuml.neighbors.KNeighborsClassifier property)

P

pack() (cuml.tsa.ARIMA method) pairwise_distances() (in module cuml.metrics) pairwise_kernels() (in module cuml.metrics) partial_fit() (cuml.decomposition.IncrementalPCA method) (cuml.feature_extraction.text.HashingVectorizer method) (cuml.naive_bayes.GaussianNB method) (cuml.preprocessing.MaxAbsScaler method) (cuml.preprocessing.MinMaxScaler method) (cuml.preprocessing.StandardScaler method) PCA (class in cuml.dask.decomposition) (class in cuml.decomposition) PermutationExplainer (class in cuml.explainer) PolynomialFeatures (class in cuml.preprocessing) PorterStemmer (class in cuml.preprocessing.text.stem) PowerTransformer (class in cuml.preprocessing) precision (cuml.fil.ForestInference property) precision_recall_curve() (in module cuml.metrics) predict() (cuml.cluster.KMeans 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.ensemble.RandomForestClassifier method) (cuml.ensemble.RandomForestRegressor method) (cuml.experimental.linear_model.Lars method) (cuml.fil.ForestInference method) (cuml.kernel_ridge.KernelRidge method) (cuml.linear_model.LogisticRegression method) (cuml.linear_model.MBSGDClassifier method) (cuml.neighbors.KNeighborsClassifier method) (cuml.neighbors.KNeighborsRegressor method) (cuml.solvers.CD method) (cuml.solvers.QN method) (cuml.solvers.SGD method) (cuml.svm.LinearSVC method) (cuml.svm.SVC method) (cuml.svm.SVR method) (cuml.tsa.ARIMA method) (cuml.tsa.auto_arima.AutoARIMA method)

predict_log_proba() (cuml.linear_model.LogisticRegression method) (cuml.svm.LinearSVC method) (cuml.svm.SVC method) predict_per_tree() (cuml.fil.ForestInference method) predict_proba() (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.neighbors.KNeighborsClassifier method) (cuml.ensemble.RandomForestClassifier method) (cuml.fil.ForestInference method) (cuml.linear_model.LogisticRegression method) (cuml.neighbors.KNeighborsClassifier method) (cuml.svm.LinearSVC method) (cuml.svm.SVC method) prediction_data_ (cuml.cluster.hdbscan.HDBSCAN property) profile() (in module cuml.accel)

Q

QN (class in cuml.solvers)

QuantileTransformer (class in cuml.preprocessing)

R

r2_score() (in module cuml.metrics) radius_neighbors_graph() (cuml.neighbors.NearestNeighbors method) RandomForestClassifier (class in cuml.dask.ensemble) (class in cuml.ensemble) RandomForestRegressor (class in cuml.dask.ensemble) (class in cuml.ensemble) Ridge (class in cuml.dask.linear_model) (class in cuml.linear_model)

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

S

sample() (cuml.neighbors.KernelDensity method) scale() (in module cuml.preprocessing) score() (cuml.cluster.KMeans method) (cuml.covariance.LedoitWolf method) (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.neighbors.KernelDensity method) (cuml.solvers.QN method) (cuml.tsa.ExponentialSmoothing method) score_samples() (cuml.neighbors.KernelDensity method) search() (cuml.tsa.auto_arima.AutoARIMA method) set_fit_params() (cuml.tsa.ARIMA method) set_global_output_type() (in module cuml) set_params() (cuml.compose.ColumnTransformer method) (cuml.dask.ensemble.RandomForestClassifier method) (cuml.dask.ensemble.RandomForestRegressor method) (cuml.tsa.ARIMA method) SGD (class in cuml.solvers)

shap_interaction_values() (cuml.explainer.TreeExplainer method) shap_values() (cuml.explainer.KernelExplainer method) (cuml.explainer.PermutationExplainer method) (cuml.explainer.TreeExplainer method) silhouette_samples() (in module cuml.metrics.cluster) silhouette_score() (in module cuml.metrics.cluster) SimpleImputer (class in cuml.preprocessing) simplicial_set_embedding() (in module cuml.manifold.umap) single_linkage_tree_ (cuml.cluster.hdbscan.HDBSCAN property) sparse_pairwise_distances() (in module cuml.metrics) SparseRandomProjection (class in cuml.random_projection) spectral_clustering() (in module cuml.cluster) spectral_embedding() (in module cuml.manifold) SpectralClustering (class in cuml.cluster) SpectralEmbedding (class in cuml.manifold) SpeedupComparisonRunner (class in cuml.benchmark.runners) split() (cuml.model_selection.KFold method) StandardScaler (class in cuml.preprocessing) stem() (cuml.preprocessing.text.stem.PorterStemmer method) summary() (cuml.tsa.auto_arima.AutoARIMA method) support_ (cuml.svm.SVC property) SVC (class in cuml.svm) SVR (class in cuml.svm)

T

TargetEncoder (class in cuml.preprocessing) TfidfTransformer (class in cuml.dask.feature_extraction.text) TfidfVectorizer (class in cuml.feature_extraction.text) train_test_split() (in module cuml.model_selection) transform() (cuml.cluster.KMeans method) (cuml.compose.ColumnTransformer method) (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.decomposition.IncrementalPCA method) (cuml.decomposition.PCA method) (cuml.decomposition.TruncatedSVD method) (cuml.feature_extraction.text.CountVectorizer method) (cuml.feature_extraction.text.HashingVectorizer method) (cuml.feature_extraction.text.TfidfVectorizer method) (cuml.manifold.UMAP method) (cuml.preprocessing.Binarizer method) (cuml.preprocessing.FunctionTransformer method) (cuml.preprocessing.KBinsDiscretizer method) (cuml.preprocessing.KernelCenterer method) (cuml.preprocessing.LabelBinarizer method) (cuml.preprocessing.LabelEncoder method) (cuml.preprocessing.MaxAbsScaler method) (cuml.preprocessing.MinMaxScaler method) (cuml.preprocessing.MissingIndicator method) (cuml.preprocessing.Normalizer method) (cuml.preprocessing.OneHotEncoder method) (cuml.preprocessing.PolynomialFeatures method) (cuml.preprocessing.PowerTransformer method) (cuml.preprocessing.QuantileTransformer method) (cuml.preprocessing.RobustScaler method) (cuml.preprocessing.SimpleImputer method) (cuml.preprocessing.StandardScaler method) (cuml.preprocessing.TargetEncoder method)

TreeExplainer (class in cuml.explainer) treelite_model (cuml.fil.ForestInference property) TruncatedSVD (class in cuml.dask.decomposition) (class in cuml.decomposition) trustworthiness() (in module cuml.metrics) TSNE (class in cuml.manifold)

U

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

unpack() (cuml.tsa.ARIMA method) using_output_type (class in cuml)

V

v_measure_score() (in module cuml.metrics.cluster)