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01_​AutoML_​Example_​Workflow

AutoML with other Verified Components for XAI and MLOps
Global and Local Explanations view with AutoML XAI view with AutoML Model Monitoring with AutoML load a simpleML Modelnew training setextracting past deployment data for new training set( up to 2019-06-30 )re-deploy ML modelre-trainML model Right Click > Execute & Open Viewtop: Currently Deployed Modelbottom: Deployment DataRight Click > Execute & Open Viewtop: Currently Deployed Modelmiddle : New Modelbottom : Deployment DataRight Click > Interactive Viewtop: Dataset Samplemiddle: from AutoML componentbottom: Explainable Instances----output: ExplanationsInput:0 : Model as a Workflow Object1 : Data from Model Test PartitionOutput:0 : Global Feature ImportanceInput:0 : Model as a Workflow Object1 : Data from Model Test Partition2 : Single Instance to ExplainOutput:0 : Counterfactuals Instances1 : Local Feature Importancetraining setpast deployment datatest dataSelect one instancetest dataselect instancesAutoML Concatenate Date&Time-basedRow Filter Deploy Workflowto Server AutoML Model Monitor View Model MonitorView (Compare) XAI View Global FeatureImportance Local ExplanationView Table Reader Table Reader Table Reader Row Sampling Table Reader Row Sampling KNIME ServerConnector Global and Local Explanations view with AutoML XAI view with AutoML Model Monitoring with AutoML load a simpleML Modelnew training setextracting past deployment data for new training set( up to 2019-06-30 )re-deploy ML modelre-trainML model Right Click > Execute & Open Viewtop: Currently Deployed Modelbottom: Deployment DataRight Click > Execute & Open Viewtop: Currently Deployed Modelmiddle : New Modelbottom : Deployment DataRight Click > Interactive Viewtop: Dataset Samplemiddle: from AutoML componentbottom: Explainable Instances----output: ExplanationsInput:0 : Model as a Workflow Object1 : Data from Model Test PartitionOutput:0 : Global Feature ImportanceInput:0 : Model as a Workflow Object1 : Data from Model Test Partition2 : Single Instance to ExplainOutput:0 : Counterfactuals Instances1 : Local Feature Importancetraining setpast deployment datatest dataSelect one instancetest dataselect instancesAutoML Concatenate Date&Time-basedRow Filter Deploy Workflowto Server AutoML Model Monitor View Model MonitorView (Compare) XAI View Global FeatureImportance Local ExplanationView Table Reader Table Reader Table Reader Row Sampling Table Reader Row Sampling KNIME ServerConnector

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