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Multivariate_​Training_​multiple_​outputs

Energy Data Model Testing Predicting Energy Usage Multivariate - multiple outputsFrom the energy dataset, predict future value of energy consumption for all clusters from past30 values of all 30 clusters.900 energy values to predict the next values of all 30 clusters Ensure sortingby date&time70% from the top to training set30% last values to test setPredict energy used by all 30 clustersloss function: MAE100 epochspy3-DL-GPUNetwork Definition900 - 512 -256 -128 - 64 -30Export deploymentworkflow30 past values for all 30 columnsDo the seriescorrelate at all?true_cluster_12 (original)vs cluster_12 (predicted)30 past values for all 30 columnsdenormalize all inputs+ outputsand rename totrue_cluster_xxand cluster_xxEnergyConsumption DataCluster 12 Sorter Partitioning Keras NetworkLearner Keras NetworkExecutor Conda EnvironmentPropagation CaptureWorkflow Start CaptureWorkflow End Multiple KerasDense Layers Workflow Writer Lag Columns Line Plot Line Plot (Plotly) Lag Columns Normalizer Normalizer (Apply) Denormalizeand Rename Table Reader Numeric Scorer Energy Data Model Testing Predicting Energy Usage Multivariate - multiple outputsFrom the energy dataset, predict future value of energy consumption for all clusters from past30 values of all 30 clusters.900 energy values to predict the next values of all 30 clusters Ensure sortingby date&time70% from the top to training set30% last values to test setPredict energy used by all 30 clustersloss function: MAE100 epochspy3-DL-GPUNetwork Definition900 - 512 -256 -128 - 64 -30Export deploymentworkflow30 past values for all 30 columnsDo the seriescorrelate at all?true_cluster_12 (original)vs cluster_12 (predicted)30 past values for all 30 columnsdenormalize all inputs+ outputsand rename totrue_cluster_xxand cluster_xxEnergyConsumption DataCluster 12 Sorter Partitioning Keras NetworkLearner Keras NetworkExecutor Conda EnvironmentPropagation CaptureWorkflow Start CaptureWorkflow End Multiple KerasDense Layers Workflow Writer Lag Columns Line Plot Line Plot (Plotly) Lag Columns Normalizer Normalizer (Apply) Denormalizeand Rename Table Reader Numeric Scorer

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Created by: dewi
Created at: 2019-02-07
On NodePit since: 2022-07-05
Last update: 2024-04-27
Created with KNIME version: v4.5.2

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