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Definitions

Type Member of File Line
variable /examples/src/main/python/ml/aft_survival_regression.py 48
variable /examples/src/main/python/ml/als_example.py 50
variable /examples/src/main/python/ml/bisecting_k_means_example.py 43
variable /examples/src/main/python/ml/bucketed_random_projection_lsh_example.py 55
variable /examples/src/main/python/ml/count_vectorizer_example.py 41
variable /examples/src/main/python/ml/decision_tree_classification_example.py 59
variable /examples/src/main/python/ml/decision_tree_regression_example.py 56
variable /examples/src/main/python/ml/fm_classifier_example.py 57
variable /examples/src/main/python/ml/fm_regressor_example.py 54
variable /examples/src/main/python/ml/fpgrowth_example.py 42
variable /examples/src/main/python/ml/gaussian_mixture_example.py 41
variable /examples/src/main/python/ml/generalized_linear_regression_example.py 44
variable /examples/src/main/python/ml/gradient_boosted_tree_classifier_example.py 59
variable /examples/src/main/python/ml/gradient_boosted_tree_regressor_example.py 56
variable /examples/src/main/python/ml/imputer_example.py 44
variable /examples/src/main/python/ml/index_to_string_example.py 37
variable /examples/src/main/python/ml/isotonic_regression_example.py 43
variable /examples/src/main/python/ml/kmeans_example.py 46
variable /examples/src/main/python/ml/lda_example.py 42
variable /examples/src/main/python/ml/min_hash_lsh_example.py 52
variable /examples/src/main/python/ml/multilayer_perceptron_classification.py 49
variable /examples/src/main/python/ml/naive_bayes_example.py 46
variable /examples/src/main/python/ml/onehot_encoder_example.py 44
variable /examples/src/main/python/ml/pca_example.py 39
variable /examples/src/main/python/ml/pipeline_example.py 51
variable /examples/src/main/python/ml/random_forest_classifier_example.py 64
variable /examples/src/main/python/ml/random_forest_regressor_example.py 56
variable /examples/src/main/python/ml/train_validation_split.py 64
variable /examples/src/main/python/ml/word2vec_example.py 41
variable /examples/src/main/python/mllib/binary_classification_metrics_example.py 41
variable /examples/src/main/python/mllib/bisecting_k_means_example.py 38
variable /examples/src/main/python/mllib/decision_tree_classification_example.py 41
variable /examples/src/main/python/mllib/decision_tree_regression_example.py 41
variable /examples/src/main/python/mllib/fpgrowth_example.py 29
variable /examples/src/main/python/mllib/gradient_boosting_classification_example.py 40
variable /examples/src/main/python/mllib/gradient_boosting_regression_example.py 40
variable /examples/src/main/python/mllib/isotonic_regression_example.py 49
variable /examples/src/main/python/mllib/linear_regression_with_sgd_example.py 42
variable /examples/src/main/python/mllib/logistic_regression.py 49
variable /examples/src/main/python/mllib/logistic_regression_with_lbfgs_example.py 43
variable /examples/src/main/python/mllib/multi_class_metrics_example.py 39
variable /examples/src/main/python/mllib/naive_bayes_example.py 49
variable /examples/src/main/python/mllib/power_iteration_clustering_example.py 34
variable /examples/src/main/python/mllib/random_forest_classification_example.py 41
variable /examples/src/main/python/mllib/random_forest_regression_example.py 41
variable /examples/src/main/python/mllib/ranking_metrics_example.py 38
variable /examples/src/main/python/mllib/recommendation_example.py 40
variable /examples/src/main/python/mllib/regression_metrics_example.py 39
variable /examples/src/main/python/mllib/streaming_k_means_example.py 53
variable /examples/src/main/python/mllib/streaming_linear_regression_example.py 54
variable /examples/src/main/python/mllib/svm_with_sgd_example.py 37
variable /examples/src/main/python/mllib/word2vec.py 45
variable /examples/src/main/python/mllib/word2vec_example.py 32

53 declarations in 53 files.

References:

File Line
/examples/src/main/java/org/apache/spark/examples/ml/JavaAFTSurvivalRegressionExample.java 71 74 75 76 77
/examples/src/main/java/org/apache/spark/examples/ml/JavaALSExample.java 103 107 108 118 120 124 127
/examples/src/main/java/org/apache/spark/examples/ml/JavaBisectingKMeansExample.java 52 55 65
/examples/src/main/java/org/apache/spark/examples/ml/JavaBucketedRandomProjectionLSHExample.java 84 88 95 105
/examples/src/main/java/org/apache/spark/examples/ml/JavaDecisionTreeClassificationExample.java 81 84 98
/examples/src/main/java/org/apache/spark/examples/ml/JavaDecisionTreeRegressionExample.java 66 69 83
/examples/src/main/java/org/apache/spark/examples/ml/JavaFMClassifierExample.java 81 84 97
/examples/src/main/java/org/apache/spark/examples/ml/JavaFMRegressorExample.java 66 69 82
/examples/src/main/java/org/apache/spark/examples/ml/JavaFPGrowthExample.java 58 65 68 72
/examples/src/main/java/org/apache/spark/examples/ml/JavaGaussianMixtureExample.java 53 56 58 58 58
/examples/src/main/java/org/apache/spark/examples/ml/JavaGeneralizedLinearRegressionExample.java 59 62 63 66
/examples/src/main/java/org/apache/spark/examples/ml/JavaGradientBoostedTreeClassifierExample.java 83 86 99
/examples/src/main/java/org/apache/spark/examples/ml/JavaGradientBoostedTreeRegressorExample.java 68 71 84
/examples/src/main/java/org/apache/spark/examples/ml/JavaImputerExample.java 65 66
/examples/src/main/java/org/apache/spark/examples/ml/JavaIsotonicRegressionExample.java 51 53 54 57
/examples/src/main/java/org/apache/spark/examples/ml/JavaKMeansExample.java 53 56 65
/examples/src/main/java/org/apache/spark/examples/ml/JavaLDAExample.java 50 52 53 58 63
/examples/src/main/java/org/apache/spark/examples/ml/JavaMinHashLSHExample.java 83 87 94 106
/examples/src/main/java/org/apache/spark/examples/ml/JavaModelSelectionViaTrainValidationSplitExample.java 77 81
/examples/src/main/java/org/apache/spark/examples/ml/JavaMultilayerPerceptronClassifierExample.java 63 66
/examples/src/main/java/org/apache/spark/examples/ml/JavaNaiveBayesExample.java 53 56
/examples/src/main/java/org/apache/spark/examples/ml/JavaOneHotEncoderExample.java 66 67
/examples/src/main/java/org/apache/spark/examples/ml/JavaPipelineExample.java 68 79
/examples/src/main/java/org/apache/spark/examples/ml/JavaPowerIterationClusteringExample.java 60 66
/examples/src/main/java/org/apache/spark/examples/ml/JavaRandomForestClassifierExample.java 79 82 95
/examples/src/main/java/org/apache/spark/examples/ml/JavaRandomForestRegressorExample.java 68 71 84
/examples/src/main/java/org/apache/spark/examples/ml/JavaWord2VecExample.java 60 61
/examples/src/main/java/org/apache/spark/examples/mllib/JavaALS.java 80 82 84
/examples/src/main/java/org/apache/spark/examples/mllib/JavaBinaryClassificationMetricsExample.java 48 53 57 96
/examples/src/main/java/org/apache/spark/examples/mllib/JavaBisectingKMeansExample.java 53 55 57
/examples/src/main/java/org/apache/spark/examples/mllib/JavaDecisionTreeClassificationExample.java 61 66 71 74
/examples/src/main/java/org/apache/spark/examples/mllib/JavaDecisionTreeRegressionExample.java 60 65 71 74
/examples/src/main/java/org/apache/spark/examples/mllib/JavaGradientBoostingClassificationExample.java 62 66 70 73
/examples/src/main/java/org/apache/spark/examples/mllib/JavaGradientBoostingRegressionExample.java 60 64 70 73
/examples/src/main/java/org/apache/spark/examples/mllib/JavaIsotonicRegressionExample.java 53 57 67
/examples/src/main/java/org/apache/spark/examples/mllib/JavaLBFGSExample.java 75 80 84
/examples/src/main/java/org/apache/spark/examples/mllib/JavaLogisticRegressionWithLBFGSExample.java 52 58 66
/examples/src/main/java/org/apache/spark/examples/mllib/JavaMulticlassClassificationMetricsExample.java 48 54 83
/examples/src/main/java/org/apache/spark/examples/mllib/JavaNaiveBayesExample.java 42 44 49
/examples/src/main/java/org/apache/spark/examples/mllib/JavaPowerIterationClusteringExample.java 52 54
/examples/src/main/java/org/apache/spark/examples/mllib/JavaPrefixSpanExample.java 49 50
/examples/src/main/java/org/apache/spark/examples/mllib/JavaRandomForestClassificationExample.java 60 66 70 73
/examples/src/main/java/org/apache/spark/examples/mllib/JavaRandomForestRegressionExample.java 59 64 70 73
/examples/src/main/java/org/apache/spark/examples/mllib/JavaRankingMetricsExample.java 49 52 121
/examples/src/main/java/org/apache/spark/examples/mllib/JavaRecommendationExample.java 49 55 68
/examples/src/main/java/org/apache/spark/examples/mllib/JavaSVMWithSGDExample.java 52 55 59 69
/examples/src/main/java/org/apache/spark/examples/mllib/JavaSimpleFPGrowth.java 47 49 55
/examples/src/main/python/ml/aft_survival_regression.py 48 51 52 53 54
/examples/src/main/python/ml/als_example.py 50 53 60 62 66 69
/examples/src/main/python/ml/bisecting_k_means_example.py 43 46 56
/examples/src/main/python/ml/bucketed_random_projection_lsh_example.py 55 59 66 76
/examples/src/main/python/ml/count_vectorizer_example.py 41 43
/examples/src/main/python/ml/decision_tree_classification_example.py 59 62 73
/examples/src/main/python/ml/decision_tree_regression_example.py 56 59 70
/examples/src/main/python/ml/fm_classifier_example.py 57 60 71
/examples/src/main/python/ml/fm_regressor_example.py 54 57 68
/examples/src/main/python/ml/fpgrowth_example.py 42 45 48 52
/examples/src/main/python/ml/gaussian_mixture_example.py 41 44
/examples/src/main/python/ml/generalized_linear_regression_example.py 44 47 48 51
/examples/src/main/python/ml/gradient_boosted_tree_classifier_example.py 59 62 73
/examples/src/main/python/ml/gradient_boosted_tree_regressor_example.py 56 59 70
/examples/src/main/python/ml/imputer_example.py 44 46
/examples/src/main/python/ml/index_to_string_example.py 37 38
/examples/src/main/python/ml/isotonic_regression_example.py 43 44 45 48
/examples/src/main/python/ml/kmeans_example.py 46 49 58
/examples/src/main/python/ml/lda_example.py 42 44 45 50 55
/examples/src/main/python/ml/min_hash_lsh_example.py 52 56 63 75
/examples/src/main/python/ml/multilayer_perceptron_classification.py 49 52
/examples/src/main/python/ml/naive_bayes_example.py 46 49
/examples/src/main/python/ml/onehot_encoder_example.py 44 45
/examples/src/main/python/ml/pca_example.py 39 41
/examples/src/main/python/ml/pipeline_example.py 51 62
/examples/src/main/python/ml/random_forest_classifier_example.py 64 67 78
/examples/src/main/python/ml/random_forest_regressor_example.py 56 59 70
/examples/src/main/python/ml/train_validation_split.py 64 68
/examples/src/main/python/ml/word2vec_example.py 41 43
/examples/src/main/python/mllib/binary_classification_metrics_example.py 41 44
/examples/src/main/python/mllib/bisecting_k_means_example.py 38 41
/examples/src/main/python/mllib/decision_tree_classification_example.py 41 45 51 54
/examples/src/main/python/mllib/decision_tree_regression_example.py 41 45 51 54
/examples/src/main/python/mllib/fpgrowth_example.py 29 30
/examples/src/main/python/mllib/gaussian_mixture_model.py 64 67 67 68 71 73
/examples/src/main/python/mllib/gradient_boosting_classification_example.py 40 44 50 53
/examples/src/main/python/mllib/gradient_boosting_regression_example.py 40 44 50 53
/examples/src/main/python/mllib/isotonic_regression_example.py 49 52 59
/examples/src/main/python/mllib/kmeans.py 44 45 46
/examples/src/main/python/mllib/linear_regression_with_sgd_example.py 42 45 52
/examples/src/main/python/mllib/logistic_regression.py 49 50 51
/examples/src/main/python/mllib/logistic_regression_with_lbfgs_example.py 43 46 51
/examples/src/main/python/mllib/multi_class_metrics_example.py 39 42
/examples/src/main/python/mllib/naive_bayes_example.py 49 52 59
/examples/src/main/python/mllib/power_iteration_clustering_example.py 34 36 39
/examples/src/main/python/mllib/random_forest_classification_example.py 41 46 52 55
/examples/src/main/python/mllib/random_forest_regression_example.py 41 46 52 55
/examples/src/main/python/mllib/ranking_metrics_example.py 38 42
/examples/src/main/python/mllib/recommendation_example.py 40 44 50
/examples/src/main/python/mllib/regression_metrics_example.py 39 42
/examples/src/main/python/mllib/streaming_k_means_example.py 53 57 59 66
/examples/src/main/python/mllib/streaming_linear_regression_example.py 54 55 57 58
/examples/src/main/python/mllib/svm_with_sgd_example.py 37 40 45
/examples/src/main/python/mllib/word2vec.py 45 47
/examples/src/main/python/mllib/word2vec_example.py 32 34
/mllib/src/test/java/org/apache/spark/ml/JavaPipelineSuite.java 57 58
/mllib/src/test/java/org/apache/spark/ml/classification/JavaDecisionTreeClassifierSuite.java 58 60 61 62 63
/mllib/src/test/java/org/apache/spark/ml/classification/JavaGBTClassifierSuite.java 62 64 65 66 67 68
/mllib/src/test/java/org/apache/spark/ml/classification/JavaLogisticRegressionSuite.java 54 55 59 60 61 62 73 74 80 83 84 90 90 90 114 115 117 143 145
/mllib/src/test/java/org/apache/spark/ml/classification/JavaMultilayerPerceptronClassifierSuite.java 49 50
/mllib/src/test/java/org/apache/spark/ml/classification/JavaNaiveBayesSuite.java 74 76
/mllib/src/test/java/org/apache/spark/ml/classification/JavaRandomForestClassifierSuite.java 84 86 87 88 89 90 91
/mllib/src/test/java/org/apache/spark/ml/clustering/JavaKMeansSuite.java 47 49 52
/mllib/src/test/java/org/apache/spark/ml/feature/JavaVectorIndexerSuite.java 49 50 51 53
/mllib/src/test/java/org/apache/spark/ml/feature/JavaWord2VecSuite.java 51 52
/mllib/src/test/java/org/apache/spark/ml/regression/JavaDecisionTreeRegressorSuite.java 60 62 63 64 65
/mllib/src/test/java/org/apache/spark/ml/regression/JavaGBTRegressorSuite.java 63 65 66 67 68 69
/mllib/src/test/java/org/apache/spark/ml/regression/JavaLinearRegressionSuite.java 51 52 56 57 66 67
/mllib/src/test/java/org/apache/spark/ml/regression/JavaRandomForestRegressorSuite.java 86 88 89 90 91 92 93
/mllib/src/test/java/org/apache/spark/mllib/classification/JavaLogisticRegressionSuite.java 31 34 55 57 72 75
/mllib/src/test/java/org/apache/spark/mllib/classification/JavaNaiveBayesSuite.java 44 47 59 61 81 83
/mllib/src/test/java/org/apache/spark/mllib/classification/JavaSVMSuite.java 31 34 58 60 75 77
/mllib/src/test/java/org/apache/spark/mllib/clustering/JavaBisectingKMeansSuite.java 44 45 46 47
/mllib/src/test/java/org/apache/spark/mllib/clustering/JavaGaussianMixtureSuite.java 43 45 46
/mllib/src/test/java/org/apache/spark/mllib/clustering/JavaKMeansSuite.java 45 46 47 49 50 64 65 66 68 73 84 85
/mllib/src/test/java/org/apache/spark/mllib/clustering/JavaLDASuite.java 56 59 60 61 64 86 89 90 92 94 97 103 104 107 115 123 151 154 155 158 160
/mllib/src/test/java/org/apache/spark/mllib/feature/JavaWord2VecSuite.java 46 47
/mllib/src/test/java/org/apache/spark/mllib/fpm/JavaFPGrowthSuite.java 46 51 73 83
/mllib/src/test/java/org/apache/spark/mllib/fpm/JavaPrefixSpanSuite.java 45 46 67 74
/mllib/src/test/java/org/apache/spark/mllib/recommendation/JavaALSSuite.java 36 50 89 90 104 107 120 121 135 139 152 157 169 174 175
/mllib/src/test/java/org/apache/spark/mllib/regression/JavaIsotonicRegressionSuite.java 54 58 63 67
/mllib/src/test/java/org/apache/spark/mllib/regression/JavaLassoSuite.java 31 34 55 57 72 74
/mllib/src/test/java/org/apache/spark/mllib/regression/JavaLinearRegressionSuite.java 33 36 58 60 75 78 90 92
/mllib/src/test/java/org/apache/spark/mllib/regression/JavaRidgeRegressionSuite.java 34 37 64 65 68 69 84 86 88 90
/mllib/src/test/java/org/apache/spark/mllib/stat/JavaStatisticsSuite.java 106 110
/mllib/src/test/java/org/apache/spark/mllib/tree/JavaDecisionTreeSuite.java 37 40 62 64 81 84 86
/python/pyspark/ml/base.py 122 123
/python/pyspark/ml/classification.py 2680 2680 2707 2717 2762 2762 2775 2775 2792 2792
/python/pyspark/ml/clustering.py 1247 1250 1251 1253
/python/pyspark/ml/feature.py 860 862 864 866 868 869 870 3677 3679 3681 3683 3684 3697 3699 3701 3703 3704
/python/pyspark/ml/pipeline.py 109 110 112
/python/pyspark/ml/tests/test_algorithms.py 48 50 51 61 67 69 81 83 104 105 105 115 116 128 129 131 156 157 288 289 290 305 306 308 319 327 328 329
/python/pyspark/ml/tests/test_base.py 63 64
/python/pyspark/ml/tests/test_feature.py 124 126 158 160 161 168 192 193 236 238 247
/python/pyspark/ml/tests/test_param.py 250 251 251 252 253 253 254 254 255 256 257 291 293
/python/pyspark/ml/tests/test_persistence.py 66 69 120 123 195 203 205 224 232 234 253 261 263 281 287 289
/python/pyspark/ml/tests/test_training_summary.py 41 42 43 72 82 83 84 110 118 119 120 152 163 164 165 191 201 202 203 219 220 221 235 236 237
/python/pyspark/ml/tests/test_tuning.py 62 63 64
/python/pyspark/ml/tests/test_wrapper.py 39 40 42 44 49 52 56 69
/python/pyspark/ml/tuning.py 52 53 54
/python/pyspark/ml/wrapper.py 322 323
/python/pyspark/mllib/classification.py 255 256 257 495 496 497 719 721 721 733 745 747
/python/pyspark/mllib/clustering.py 349 352 498 499 625 627 665 667 804 809 812 848 860 869 880 889 984 985 1032 1035
/python/pyspark/mllib/feature.py 639 640
/python/pyspark/mllib/fpm.py 64 65 92 93 164 166
/python/pyspark/mllib/recommendation.py 210 211 273 275 314 316
/python/pyspark/mllib/regression.py 200 201 369 370 513 514 722 723 723 730 736 750 762 798 800 800 810 821 823 824
/python/pyspark/mllib/tests/test_algorithms.py 44 47 47 48 48 49 49
/python/pyspark/mllib/tests/test_feature.py 37 38 44 52 53 54 55 56 57 58 70 71 81 82 83 84 92 93
/python/pyspark/mllib/tests/test_stat.py 171 172 173 175 176 177
/python/pyspark/mllib/tests/test_streaming_algorithms.py 126
/python/pyspark/mllib/tree.py 143 145 312 315 505 507
/python/pyspark/testing/mlutils.py 155 156 157

773 references in 160 files.

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