Index

A

accuracy() (in module snap_ml_spark.Metrics), [1]

accuracy_score() (in module pai4sk.metrics) (in module pai4sk.sml_metrics)

B

BoostingMachine (class in pai4sk)

C

coefficientMatrix() (snap_ml_spark.estimator.LogisticRegressionModel property) coefficients() (snap_ml_spark.estimator.LinearRegressionModel property) (snap_ml_spark.estimator.LinearSVCModel property) (snap_ml_spark.estimator.LogisticRegressionModel property)

compute_ground_distances() (in module pai4sk.metrics.pairwise) copy_as_gpu_cmatrix() (in module pai4sk.sml_io)

D

DatasetReader (class in snap_ml_spark) (class in snap_ml_spark.DatasetReader) DBSCAN (class in pai4sk.cluster), [1] decision_function() (pai4sk.SupportVectorMachine method), [1] (pai4sk.svm.LinearSVC method), [1]

DecisionTreeClassifier (class in pai4sk), [1] DecisionTreeRegressor (class in pai4sk) dump_to_snap_format() (in module snap_ml_spark.Utils), [1]

E

earth_movers_distance() (in module pai4sk.metrics.pairwise) evaluate() (snap_ml_spark.estimator.LinearRegressionModel method) (snap_ml_spark.estimator.LogisticRegressionModel method)

evaluate_topk() (in module pai4sk.simsearch.evaluate)

F

f1score() (in module snap_ml_spark.Metrics), [1] fit() (pai4sk.BoostingMachine method) (pai4sk.cluster.DBSCAN method), [1] (pai4sk.cluster.KMeans method) (pai4sk.DecisionTreeClassifier method), [1] (pai4sk.DecisionTreeRegressor method) (pai4sk.decomposition.PCA method), [1] (pai4sk.decomposition.TruncatedSVD method), [1] (pai4sk.linear_model.Lasso method), [1] (pai4sk.linear_model.LogisticRegression method), [1] (pai4sk.linear_model.Ridge method), [1] (pai4sk.LinearRegression method), [1] (pai4sk.LogisticRegression method), [1] (pai4sk.RandomForestClassifier method), [1] (pai4sk.RandomForestRegressor method) (pai4sk.SupportVectorMachine method), [1] (pai4sk.svm.LinearSVC method), [1] (snap_ml_spark.LinearRegression method) (snap_ml_spark.LinearRegression.LinearRegression method) (snap_ml_spark.LogisticRegression method) (snap_ml_spark.LogisticRegression.LogisticRegression method) (snap_ml_spark.SupportVectorMachine method) (snap_ml_spark.SupportVectorMachine.SupportVectorMachine method)

fit_predict() (pai4sk.cluster.DBSCAN method), [1] (pai4sk.cluster.KMeans method) fit_transform() (pai4sk.cluster.KMeans method) (pai4sk.decomposition.PCA method), [1] (pai4sk.decomposition.TruncatedSVD method), [1]

G

get_params() (pai4sk.BoostingMachine method) (pai4sk.cluster.DBSCAN method), [1] (pai4sk.cluster.KMeans method) (pai4sk.DecisionTreeClassifier method), [1] (pai4sk.DecisionTreeRegressor method) (pai4sk.decomposition.PCA method), [1] (pai4sk.decomposition.TruncatedSVD method), [1] (pai4sk.LinearRegression method), [1] (pai4sk.LogisticRegression method), [1] (pai4sk.RandomForestClassifier method), [1] (pai4sk.RandomForestRegressor method) (pai4sk.SupportVectorMachine method), [1] (snap_ml_spark.LinearRegression method) (snap_ml_spark.LinearRegression.LinearRegression method) (snap_ml_spark.LogisticRegression method) (snap_ml_spark.LogisticRegression.LogisticRegression method) (snap_ml_spark.SupportVectorMachine method) (snap_ml_spark.SupportVectorMachine.SupportVectorMachine method) getBalanced() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method)

getDual() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) getFamily() (snap_ml_spark.estimator.LogisticRegression method) getGpuMemLimit() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) getNthreads() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) getTrainingHistory() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) getUseGpu() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) getVerbose() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method)

H

hasSummary() (snap_ml_spark.estimator.LinearRegressionModel property) (snap_ml_spark.estimator.LinearSVCModel property) (snap_ml_spark.estimator.LogisticRegressionModel property)

hinge_loss() (in module pai4sk.metrics) (in module pai4sk.sml_metrics)

I

intercept() (snap_ml_spark.estimator.LinearRegressionModel property) (snap_ml_spark.estimator.LinearSVCModel property) (snap_ml_spark.estimator.LogisticRegressionModel property)

interceptVector() (snap_ml_spark.estimator.LogisticRegressionModel property) inverse_transform() (pai4sk.decomposition.PCA method), [1] (pai4sk.decomposition.TruncatedSVD method), [1]

K

KMeans (class in pai4sk.cluster), [1]

L

Lasso (class in pai4sk.linear_model), [1] LinearRegression (class in pai4sk), [1] (class in snap_ml_spark) (class in snap_ml_spark.estimator) (class in snap_ml_spark.LinearRegression) LinearRegressionModel (class in snap_ml_spark.estimator) LinearSVC (class in pai4sk.svm), [1] (class in snap_ml_spark.estimator) LinearSVCModel (class in snap_ml_spark.estimator) load() (snap_ml_spark.DatasetReader method) (snap_ml_spark.DatasetReader.DatasetReader method) load_20News() (in module pai4sk.simsearch.loaders) load_embedding_vectors() (in module pai4sk.simsearch.embeddings) load_from_snap_format() (in module pai4sk.sml_io)

load_from_svmlight_format() (in module pai4sk.sml_io) load_MNIST_with_embeddings() (in module pai4sk.simsearch.loaders) load_snap_file() (in module pai4sk.sml_io) load_svmlight_file() (in module pai4sk.datasets) (in module pai4sk.sml_io) load_word2vec_embeddings() (in module pai4sk.simsearch.embeddings) log_loss() (in module pai4sk.metrics) (in module pai4sk.sml_metrics) logisticLoss() (in module snap_ml_spark.Metrics), [1] LogisticRegression (class in pai4sk), [1] (class in pai4sk.linear_model), [1] (class in snap_ml_spark) (class in snap_ml_spark.estimator) (class in snap_ml_spark.LogisticRegression) LogisticRegressionModel (class in snap_ml_spark.estimator)

M

mean_squared_error() (in module pai4sk.metrics) (in module pai4sk.sml_metrics)

meanSquaredError() (in module snap_ml_spark.Metrics), [1]

N

NearestNeighbors (class in pai4sk.neighbors)

P

PCA (class in pai4sk.decomposition), [1] precision() (in module snap_ml_spark.Metrics), [1] predict() (pai4sk.BoostingMachine method) (pai4sk.cluster.KMeans method) (pai4sk.DecisionTreeClassifier method), [1] (pai4sk.DecisionTreeRegressor method) (pai4sk.linear_model.Lasso method), [1] (pai4sk.linear_model.LogisticRegression method), [1] (pai4sk.linear_model.Ridge method), [1] (pai4sk.LinearRegression method), [1] (pai4sk.LogisticRegression method), [1] (pai4sk.RandomForestClassifier method), [1] (pai4sk.RandomForestRegressor method) (pai4sk.SupportVectorMachine method), [1] (pai4sk.svm.LinearSVC method), [1] (snap_ml_spark.LinearRegression method) (snap_ml_spark.LinearRegression.LinearRegression method) (snap_ml_spark.LogisticRegression method) (snap_ml_spark.LogisticRegression.LogisticRegression method) (snap_ml_spark.SupportVectorMachine method) (snap_ml_spark.SupportVectorMachine.SupportVectorMachine method)

predict_log_proba() (pai4sk.DecisionTreeClassifier method), [1] (pai4sk.linear_model.LogisticRegression method), [1] (pai4sk.LogisticRegression method), [1] predict_proba() (pai4sk.BoostingMachine method) (pai4sk.DecisionTreeClassifier method), [1] (pai4sk.linear_model.LogisticRegression method), [1] (pai4sk.LogisticRegression method), [1] (snap_ml_spark.LogisticRegression method) (snap_ml_spark.LogisticRegression.LogisticRegression method)

R

RandomForestClassifier (class in pai4sk), [1] RandomForestRegressor (class in pai4sk)

read_from_snap_format() (in module snap_ml_spark.Utils), [1] recall() (in module snap_ml_spark.Metrics), [1] Ridge (class in pai4sk.linear_model), [1]

S

scale() (snap_ml_spark.estimator.LinearRegressionModel property) score() (pai4sk.decomposition.PCA method), [1] setBalanced() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) setDual() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) setFamily() (snap_ml_spark.estimator.LogisticRegression method) setFormat() (snap_ml_spark.DatasetReader method) (snap_ml_spark.DatasetReader.DatasetReader method) setGpuMemLimit() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) setNthreads() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) setNumFt() (snap_ml_spark.DatasetReader method) (snap_ml_spark.DatasetReader.DatasetReader method) setParams() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method)

setTrainingHistory() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) setUseGpu() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) setVerbose() (snap_ml_spark.estimator.LinearRegression method) (snap_ml_spark.estimator.LinearSVC method) (snap_ml_spark.estimator.LogisticRegression method) snap_ml_spark (module), [1], [2], [3] snap_ml_spark.estimator (module), [1], [2], [3], [4], [5] snap_ml_spark.Metrics (module), [1] snap_ml_spark.Utils (module), [1] summary() (snap_ml_spark.estimator.LinearRegressionModel property) (snap_ml_spark.estimator.LinearSVCModel property) (snap_ml_spark.estimator.LogisticRegressionModel property) SupportVectorMachine (class in pai4sk), [1] (class in snap_ml_spark) (class in snap_ml_spark.SupportVectorMachine)

T

takeRange() (snap_ml_spark.DatasetReader method) (snap_ml_spark.DatasetReader.DatasetReader method) transform() (pai4sk.cluster.KMeans method) (pai4sk.decomposition.PCA method), [1] (pai4sk.decomposition.TruncatedSVD method), [1]

TruncatedSVD (class in pai4sk.decomposition), [1]

W

word_movers_distance() (in module pai4sk.metrics.pairwise)

write_to_snap_format() (in module pai4sk.sml_io)