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Feature engineering

 来源:Alibaba 浏览 512 扫码 分享 2019-12-19 21:16:10
    • Binarizer(batch)
    • Binarizer(stream)
    • Binarizer
    • Bucketizer(batch)
    • Bucketizer(stream)
    • Bucketizer
    • ChiSqSelector(batch)
    • FeatureHasher(batch)
    • FeatureHasher(stream)
    • FeatureHasher
    • OneHotEncoderPredict(batch)
    • OneHotEncoderPredict(stream)
    • OneHotEncoderTrain(batch)
    • OneHotEncoder
    • PCAPredict(batch)
    • PCAPredict(stream)
    • PCATrain(batch)
    • PCA
    • QuantileDiscretizerPredict(batch)
    • QuantileDiscretizerPredict(stream)
    • QuantileDiscretizerTrain(batch)
    • QuantileDiscretizer
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    • Statistical Analysis
      • ChiSquareTest(batch)
      • Correlation(batch)
      • Summarizer(batch)
    • Data Processing
      • AppendId(batch)
      • DCT(batch)
      • DCT(stream)
      • DCT
      • ImputerPredict(batch)
      • ImputerPredict(stream)
      • ImputerTrain(batch)
      • Imputer
      • IndexToStringPredict(batch)
      • IndexToStringPredic(stream)
      • IndexToString
      • JsonValue(batch)
      • JsonValue(stream)
      • MaxAbsScalerPredict(batch)
      • MaxAbsScalerPredict(stream)
      • MaxAbsScalerTrain(batch)
      • MaxAbsScaler
      • MinMaxScalerPredict(batch)
      • MinMaxScalerPredict(stream)
      • MinMaxScalerTrain(batch)
      • MinMaxScaler
      • MultiColStringIndexerPredict(batch)
      • MultiColStringIndexerPredict(stream)
      • MultiColStringIndexerTrain(batch)
      • MultiColStringIndexer
      • Sampling(batch)
      • Sampling(stream)
      • SamplingSize(batch)
      • StandardScalerPredict(batch)
      • StandardScalerTrain(batch)
      • StandardScalerPredict(stream)
      • StandardScaler
      • StringIndexerPredict(batch)
      • StringIndexerPredict(stream)
      • StringIndexerTrain(batch)
      • StringIndexer
      • UDF(batch)
      • UDF(stream)
      • UDTF(batch)
      • UDTF(stream)
      • VectorAssembler(batch)
      • VectorAssembler(stream)
      • VectorAssembler
      • VectorElementwiseProduct(batch)
      • VectorElementwiseProduct(stream)
      • vectorElementwiseProduct
      • VectorImputerPredict(batch)
      • VectorImputerPredict(stream)
      • VectorImputerTrain(batch)
      • VectorImputer
      • VectorInteraction(batch)
      • VectorInteraction(stream)
      • Vectorinteraction
      • VectorMaxAbsScalerPredict(batch)
      • VectorMaxAbsScalerPredict(stream)
      • VectorMaxAbsScalerTrain(batch)
      • VectorMaxAbsScaler
      • VectorMinmaxScalerPredict(batch)
      • VectorMinmaxScalerPredict(stream)
      • VectorMinmaxScalerTrain
      • VectorMinmaxScaler
      • VectorNormalizer(batch)
      • VectorNormalizer(stream)
      • vectorNormalizer
      • VectorPolynomialExpand
      • VectorPolynomialExpand(batch)
      • VectorPolynomialExpand(stream)
      • VectorSizeHint(batch)
      • VectorSizeHint(stream)
      • VectorSizeHint
      • VectorSlicer(batch)
      • VectorSlicer(stream)
      • VectorSlicer
      • VectorStandardScalerPredict(batch)
      • VectorStandardScalerPredict(stream)
      • VectorStandardScalerTrain
      • VectorStandardScalerPredict
      • VectorToColumns(batch)
      • VectorToColumns(steam)
      • VectorToColumns
    • Text
      • Word2Vec
      • Word2VecTrain(batch)
      • Word2VecPredict(batch)
      • Word2VecPredict(stream)
      • Tokenizer
      • Tokenizer(batch)
      • Tokenizer(stream)
      • NGram
      • NGram(batch)
      • NGram(stream)
      • StopwordsRemover
      • StopWordsRemover(batch)
      • StopWordsRemover(stream)
      • Segment(batch)
      • Segment(stream)
      • Segment
      • DocCountVectorizer
      • DocCountVectorizerTrain(batch)
      • DocCountVectorizerPredict(batch)
      • DocCountVectorizerPredict(stream)
      • DocHashCountVectorizer
      • DocHashCountVectorizerTrain(batch)
      • DocHashCountVectorizerPredict(batch)
      • DocHashCountVectorizerPredict(stream)
      • RegexTokenizer
      • RegexTokenizer(batch)
      • RegexTokenizer(stream)
    • Feature engineering
      • Binarizer(batch)
      • Binarizer(stream)
      • Binarizer
      • Bucketizer(batch)
      • Bucketizer(stream)
      • Bucketizer
      • ChiSqSelector(batch)
      • FeatureHasher(batch)
      • FeatureHasher(stream)
      • FeatureHasher
      • OneHotEncoderPredict(batch)
      • OneHotEncoderPredict(stream)
      • OneHotEncoderTrain(batch)
      • OneHotEncoder
      • PCAPredict(batch)
      • PCAPredict(stream)
      • PCATrain(batch)
      • PCA
      • QuantileDiscretizerPredict(batch)
      • QuantileDiscretizerPredict(stream)
      • QuantileDiscretizerTrain(batch)
      • QuantileDiscretizer
    • Regression
      • AftSurvivalRegressionPredict(batch)
      • AftSurvivalRegressionPredict(stream)
      • AftSurvivalRegressionTrain(batch)
      • AftSurvivalRegression
      • DecisionTreeRegressorPredict(batch)
      • DecisionTreeRegressorPredict(stream)
      • DecisionTreeRegressorTrain(batch)
      • DecisionTreeRegressor
      • GbdtRegressorPredict(batch)
      • GbdtRegressorPredict(stream)
      • GbdtRegressorTrain(batch)
      • GbdtRegressor
      • GeneralizedLinearRegressionEvaluation(batch)
      • GeneralizedLinearRegressionPredict(batch)
      • GeneralizedLinearRegressionPredict(stream)
      • GeneralizedLinearRegressionTrain(batch)
      • GeneralizedLinearRegression
      • IsotonicRegressionPredict(batch)
      • IsotonicRegressionPredict(stream)
      • IsotonicRegressionTrain(batch)
      • IsotonicRegression
      • LassoRegressionPredict(batch)
      • LassoRegressionTrain(batch)
      • LassoRegressionPredict(stream)
      • LassoRegression
      • LinearRegressionPredict(batch)
      • LinearRegressionPredict(stream)
      • LinearRegressionTrain(batch)
      • LinearRegression
      • RandomForestRegressorPredict(batch)
      • RandomForestRegressorPredict(stream)
      • RandomForestRegressorTrain(batch)
      • RandomForestRegressor
      • RidgeRegressionPredict(batch)
      • RidgeRegressionPredict(stream)
      • RidgeRegressionTrain
      • RidgeRegression
    • Clustering
      • BisectingKMeans
      • BisectingKmeansPredict(stream)
      • BisectingKmeansTrain(batch)
      • BisectingKMeansPredict(batch)
      • KMeans
      • KMeansTrain(batch)
      • KMeansPredict(batch)
      • KMeansPredict(stream)
      • Lda
      • LdaTrain(batch)
      • LdaPredict(batch)
      • GaussianMixture
      • GaussianMixtureTrain(batch)
      • GaussianMixturePredict(stream)
      • GaussianMixturePredict(batch)
    • Association rule
      • FpGrowth(batch)
      • PrefixSpan(batch)
    • Collaborative filtering
      • ALS
      • ALSTrain(batch)
      • ALSPredict(stream)
      • ALSRatingPredict(batch)
      • ALSTopKPredict(batch)
    • Classification
      • DecisionTreeClassifierPredict(batch)
      • DecisionTreeClassifierPredict(stream)
      • DecisionTreeClassifierTrain(batch)
      • DecisionTreeClassifier
      • GbdtClassifierPredict(batch)
      • GbdtClassifierPredict(stream)
      • GbdtClassifierTrain(batch)
      • GbdtClassifier
      • LinearSvmPredict(batch)
      • LinearSvmPredict(stream)
      • LinearSvmTrain(batch)
      • LinearSvm
      • LogisticRegressionTrain(batch)
      • LogisticRegressionPredict(batch)
      • LogisticRegressionPredict(stream)
      • LogisticRegression
      • MultilayerPerceptronClassifierPredict(batch)
      • MultilayerPerceptronClassifierPredict(stream)
      • MultilayerPerceptronClassifierTrain(batch)
      • MultilayerPerceptronClassifier
      • NaiveBayesPredict(batch)
      • NaiveBayesPredict(stream)
      • NaiveBayesTrain(batch)
      • NaiveBayes
      • OneVsRest
      • RandomForestClassifierPredict(batch)
      • RandomForestClassifierPredict(stream)
      • RandomForestClassifierTrain(batch)
      • RandomForestClassifier
      • SoftmaxPredict(batch)
      • SoftmaxPredict(stream)
      • SoftmaxTrain(batch)
      • Softmax
    • Evaluation
      • EvalMultiClass(batch)
      • EvalBinaryClass(batch)
      • EvalCluster(batch)
      • EvalRegression(batch)
      • EvalMultiClass(stream)
      • EvalBinaryClass(stream)
    • Abnormal Detection - SOS(batch)
    • Online Learning
      • FtrlTrain(stream)
      • FtrlPredict(stream)
    • Model Tuning
      • GridSearchTVSplit
      • GridSearchCV
    • Similarity
      • ApproxVectorSimilarityJoin(batch)
      • ApproxVectorSimiliartyTopN(batch)
    • SQL
      • as(batch)
      • as(stream)
      • distinct(batch)
      • filter(batch)
      • filter(stream)
      • fullouterjoin(batch)
      • groupby(batch)
      • intersectall(batch)
      • intersect(batch)
      • join(batch)
      • leftouterjoin(batch)
      • minusall(batch)
      • minus(batch)
      • orderby(batch)
      • rightouterjoin(batch)
      • select(batch)
      • select(stream)
      • split(batch)
      • split(stream)
      • unionall(batch)
      • unionall(stream)
      • union(batch)
      • where(batch)
      • where(stream)
    • Data Sink
      • Sink To CSV(batch)
      • Sink To CSV(stream)
      • kafka sink(stream)
      • libsvm sink(batch)
      • libsvm sink(stream)
      • mysql sink(batch)
      • mysql sink(stream)
      • text line sink(batch)
      • text line sink(stream)
    • Data Source
      • CSV source(batch)
      • CSV source (stream)
      • kafka source(stream)
      • libsvm source(batch)
      • libsvm source(stream)
      • mysql source(batch)
      • mysql source(stream)
      • text line source(batch)
      • text line source(stream)
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