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Employee Performance Predictor-ALL

Employee Performance Predictor
FIRST STEP: BUILDING THE MODEL Read data Process data Data visualizations for reporting Partitioning Choosing the model Model training Finding Best model Finding parameters with most impact Train/Test partitionInput dataExclude columnsNode 34OversamplingStatisticsPie chart imageNode 74Node 75Monthly income bar chartNode 77Distance from home bar chartNode 95Node 100Node 101Node 102Node 103Node 104Node 106Identify dummy variablesand missing valuesAge binsTotalSatisfactionNode 112Node 113Node 128Perfromance rating to classNode 134Node 135Node 136Node 137Node 138Node 139Node 140Node 141Node 142Node 143Node 144Node 145Node 146Node 147Node 148Node 149Node 150Node 151Node 152Node 153Node 154Node 155Node 156Node 157Node 158Node 159Node 160Node 161Node 162Node 163Node 164Node 165Node 166Node 167Node 168Node 169Node 170Node 171Node 172Node 173Node 174Node 175Node 176Node 177Node 178Node 179Node 180Node 181Node 182Node 183Node 184Node 185Node 186Node 187Node 188Node 189Node 193Node 194Node 195Node 198Node 199Node 200Node 201Node 202Node 204Node 205Node 206Node 207Node 208Node 209Partitioning Excel Reader (XLS)(deprecated) Column Filter InteractiveHistogram (local) Statistics SMOTE LogisticRegression Learner Logistic RegressionPredictor Data to Report Image to Report Pie/Donut Chart Bar Chart Image to Report Bar Chart Image to Report ROC Curve Reduce number ofunique values Gradient BoostedTrees Learner Random ForestLearner Random ForestPredictor Naive Bayes Learner Gradient BoostedTrees Predictor Statistics Numeric Binner Column Aggregator ROC Curve ROC Curve ROC Curve Naive BayesPredictor Rule Engine Bar Chart Tree Ensemble Learner(Regression) Tree Ensemble Predictor(Regression) ROC Curve Linear RegressionLearner PolynomialRegression Learner RegressionPredictor ROC Curve ROC Curve RegressionPredictor XGBoost Linear EnsembleLearner (Regression) XGBoost Predictor(Regression) XGBoost Tree EnsembleLearner (Regression) ROC Curve ROC Curve XGBoost Predictor(Regression) Scorer Scorer Scorer Normalizer Scorer Double To Int Scorer Double To Int Scorer Double To Int Scorer Table Manipulator Double To Int Scorer Table Manipulator Double To Int Scorer Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Number To String Number To String Number To String Number To String Number To String Concatenate Transpose Column Rename Transpose DecisionTree Learner Decision TreePredictor Scorer (JavaScript) ROC Curve Concatenate RowID Row Filter Row Filter String Manipulation Rule Engine String Manipulation Joiner RowID Table Manipulator Linear Correlation Model Writer PMML Writer PMML Writer PMML Writer FIRST STEP: BUILDING THE MODEL Read data Process data Data visualizations for reporting Partitioning Choosing the model Model training Finding Best model Finding parameters with most impact Train/Test partitionInput dataExclude columnsNode 34OversamplingStatisticsPie chart imageNode 74Node 75Monthly income bar chartNode 77Distance from home bar chartNode 95Node 100Node 101Node 102Node 103Node 104Node 106Identify dummy variablesand missing valuesAge binsTotalSatisfactionNode 112Node 113Node 128Perfromance rating to classNode 134Node 135Node 136Node 137Node 138Node 139Node 140Node 141Node 142Node 143Node 144Node 145Node 146Node 147Node 148Node 149Node 150Node 151Node 152Node 153Node 154Node 155Node 156Node 157Node 158Node 159Node 160Node 161Node 162Node 163Node 164Node 165Node 166Node 167Node 168Node 169Node 170Node 171Node 172Node 173Node 174Node 175Node 176Node 177Node 178Node 179Node 180Node 181Node 182Node 183Node 184Node 185Node 186Node 187Node 188Node 189Node 193Node 194Node 195Node 198Node 199Node 200Node 201Node 202Node 204Node 205Node 206Node 207Node 208Node 209Partitioning Excel Reader (XLS)(deprecated) Column Filter InteractiveHistogram (local) Statistics SMOTE LogisticRegression Learner Logistic RegressionPredictor Data to Report Image to Report Pie/Donut Chart Bar Chart Image to Report Bar Chart Image to Report ROC Curve Reduce number ofunique values Gradient BoostedTrees Learner Random ForestLearner Random ForestPredictor Naive Bayes Learner Gradient BoostedTrees Predictor Statistics Numeric Binner Column Aggregator ROC Curve ROC Curve ROC Curve Naive BayesPredictor Rule Engine Bar Chart Tree Ensemble Learner(Regression) Tree Ensemble Predictor(Regression) ROC Curve Linear RegressionLearner PolynomialRegression Learner RegressionPredictor ROC Curve ROC Curve RegressionPredictor XGBoost Linear EnsembleLearner (Regression) XGBoost Predictor(Regression) XGBoost Tree EnsembleLearner (Regression) ROC Curve ROC Curve XGBoost Predictor(Regression) Scorer Scorer Scorer Normalizer Scorer Double To Int Scorer Double To Int Scorer Double To Int Scorer Table Manipulator Double To Int Scorer Table Manipulator Double To Int Scorer Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Scorer (JavaScript) Number To String Number To String Number To String Number To String Number To String Concatenate Transpose Column Rename Transpose DecisionTree Learner Decision TreePredictor Scorer (JavaScript) ROC Curve Concatenate RowID Row Filter Row Filter String Manipulation Rule Engine String Manipulation Joiner RowID Table Manipulator Linear Correlation Model Writer PMML Writer PMML Writer PMML Writer

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