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RandomForestClassifier
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2019-12-19 21:13:47
id3 cart c4.5
and the criteria is
information gini information ratio mse
Code
Result
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Association rule
FpGrowth(batch)
PrefixSpan(batch)
Classification
DecisionTreeClassifier
DecisionTreeClassifierPredict(batch)
DecisionTreeClassifierPredict(stream)
DecisionTreeClassifierTrain(batch)
GbdtClassifier
GbdtClassifierPredict(batch)
GbdtClassifierPredict(stream)
GbdtClassifierTrain(batch)
LinearSvm
LinearSvmPredict(batch)
LinearSvmPredict(stream)
LinearSvmTrain(batch)
LogisticRegression
LogisticRegressionPredict(batch)
LogisticRegressionPredict(stream)
LogisticRegressionTrain(batch)
MultilayerPerceptronClassifier
MultilayerPerceptronClassifierPredict(batch)
MultilayerPerceptronClassifierPredict(stream)
MultilayerPerceptronClassifierTrain(batch)
NaiveBayes
NaiveBayesPredict(batch)
NaiveBayesPredict(stream)
NaiveBayesTrain(batch)
OneVsRest
RandomForestClassifier
RandomForestClassifierPredict(batch)
RandomForestClassifierPredict(stream)
RandomForestClassifierTrain(batch)
Softmax
SoftmaxPredict(batch)
SoftmaxPredict(stream)
SoftmaxTrain(batch)
Clustering
BisectingKMeans
BisectingKMeansPredict(batch)
BisectingKmeansPredict(stream)
BisectingKmeansTrain(batch)
GaussianMixture
GaussianMixturePredict(batch)
GaussianMixturePredict(stream)
GaussianMixtureTrain(batch)
KMeans
KMeansPredict(batch)
KMeansPredict(stream)
KMeansTrain(batch)
Lda
LdaPredict(batch)
LdaTrain(batch)
Collaborative filtering
ALS
ALSRatingPredict(batch)
ALSPredict(stream)
ALSTopKPredict(batch)
ALSTrain(batch)
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)
Data Processing
AppendId(batch)
DCT
DCT(batch)
DCT(stream)
Imputer
ImputerPredict(batch)
ImputerPredict(stream)
ImputerTrain(batch)
IndexToString
IndexToStringPredict(batch)
IndexToStringPredic(stream)
JsonValue(batch)
JsonValue(stream)
MaxAbsScaler
MaxAbsScalerPredict(batch)
MaxAbsScalerPredict(stream)
MaxAbsScalerTrain(batch)
MinMaxScaler
MinMaxScalerPredict(batch)
MinMaxScalerPredict(stream)
MinMaxScalerTrain(batch)
MultiColStringIndexer
MultiColStringIndexerPredict(batch)
MultiColStringIndexerPredict(stream)
MultiColStringIndexerTrain(batch)
Sampling(batch)
Sampling(stream)
SamplingSize(batch)
StandardScaler
StandardScalerPredict(batch)
StandardScalerPredict(stream)
StandardScalerTrain(batch)
StringIndexer
StringIndexerPredict(batch)
StringIndexerPredict(stream)
StringIndexerTrain(batch)
UDF(batch)
UDF(stream)
UDTF(batch)
UDTF(stream)
VectorAssembler
VectorAssembler(batch)
VectorAssembler(stream)
vectorElementwiseProduct
VectorElementwiseProduct(batch)
VectorElementwiseProduct(stream)
VectorImputer
VectorImputerPredict(batch)
VectorImputerPredict(stream)
VectorImputerTrain(batch)
Vectorinteraction
VectorInteraction(batch)
VectorInteraction(stream)
VectorMaxAbsScaler
VectorMaxAbsScalerPredict(batch)
VectorMaxAbsScalerPredict(stream)
VectorMaxAbsScalerTrain(batch)
VectorMinmaxScaler
VectorMinmaxScalerPredict(batch)
VectorMinmaxScalerPredict(stream)
VectorMinmaxScalerTrain
VectorNormalizer(batch)
vectorNormalizer
VectorNormalizer(stream)
VectorPolynomialExpand
VectorPolynomialExpand(batch)
VectorPolynomialExpand(stream)
VectorSizeHint
VectorSizeHint(batch)
VectorSizeHint(stream)
VectorSlicer(batch)
VectorSlicer
VectorSlicer(stream)
VectorStandardScalerPredict
VectorStandardScalerPredict(batch)
VectorStandardScalerPredict(stream)
VectorStandardScalerTrain
VectorToColumns
VectorToColumns(batch)
VectorToColumns(steam)
Abnormal Detection - SOS(batch)
Evaluation
EvalBinaryClass(batch)
EvalBinaryClass(stream)
EvalCluster(batch)
EvalMultiClass(batch)
EvalMultiClass(stream)
EvalRegression(batch)
Feature engineering
Binarizer
Binarizer(batch)
Binarizer(stream)
Bucketizer
Bucketizer(batch)
Bucketizer(stream)
ChiSqSelector(batch)
FeatureHasher
FeatureHasher(batch)
FeatureHasher(stream)
OneHotEncoder
OneHotEncoderPredict(batch)
OneHotEncoderPredict(stream)
OneHotEncoderTrain(batch)
PCA
PCAPredict(batch)
PCAPredict(stream)
PCATrain(batch)
QuantileDiscretizer
QuantileDiscretizerPredict(batch)
QuantileDiscretizerPredict(stream)
QuantileDiscretizerTrain(batch)
Model Tuning
GridSearchCV
GridSearchTVSplit
Online Learning
FtrlPredict(stream)
FtrlTrain(stream)
Regression
AftSurvivalRegressionPredict(batch)
AftSurvivalRegressionPredict(stream)
AftSurvivalRegression
AftSurvivalRegressionTrain(batch)
DecisionTreeRegressorPredict(batch)
DecisionTreeRegressorPredict(stream)
DecisionTreeRegressor
DecisionTreeRegressorTrain(batch)
GbdtRegressorPredict(batch)
GbdtRegressorPredict(stream)
GbdtRegressor
GbdtRegressorTrain(batch)
GeneralizedLinearRegression
GeneralizedLinearRegressionEvaluation(batch)
GeneralizedLinearRegressionPredict(batch)
GeneralizedLinearRegressionPredict(stream)
GeneralizedLinearRegressionTrain(batch)
IsotonicRegressionPredict(batch)
IsotonicRegressionPredict(stream)
IsotonicRegression
IsotonicRegressionTrain(batch)
LassoRegressionPredict(batch)
LassoRegressionPredict(stream)
LassoRegression
LassoRegressionTrain(batch)
LinearRegressionPredict(batch)
LinearRegressionPredict(stream)
LinearRegression
LinearRegressionTrain(batch)
RandomForestRegressorPredict(batch)
RandomForestRegressorPredict(stream)
RandomForestRegressor
RandomForestRegressorTrain(batch)
RidgeRegressionPredict(batch)
RidgeRegressionPredict(stream)
RidgeRegression
RidgeRegressionTrain
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)
Statistical Analysis
ChiSquareTest(batch)
Correlation(batch)
Summarizer(batch)
Text
DocCountVectorizer
DocCountVectorizerPredict(batch)
DocCountVectorizerPredict(stream)
DocCountVectorizerTrain(batch)
DocHashCountVectorizer
DocHashCountVectorizerPredict(batch)
DocHashCountVectorizerPredict(stream)
DocHashCountVectorizerTrain(batch)
NGram
NGram(batch)
NGram(stream)
RegexTokenizer
RegexTokenizer(batch)
RegexTokenizer(stream)
Segment
Segment(batch)
Segment(stream)
StopwordsRemover
StopWordsRemover(batch)
StopWordsRemover(stream)
Tokenizer
Tokenizer(batch)
Tokenizer(stream)
Word2Vec
Word2VecPredict(batch)
Word2VecPredict(stream)
Word2VecTrain(batch)
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