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Practicing Data Science
Internet of Things
IoT Random forest Demand prediction NYC taxi datset Spark cluster Anomaly detection Time series analysis Time series prediction
  1. Workflow
    Taxi demand prediction training workflow
    Demand prediction Random forest Time series prediction
    +5
    In this use case, we will use the NYC taxi dataset and a Random Forest to train a simple time series prediction model to predict …
    knime > Examples > 10_Big_Data > 02_Spark_Executor > 11_Taxi_Demand_Prediction > Training_workflow
    4
    knime
  2. Workflow
    Taxi demand prediction deployment
    Demand prediction Random forest Time series prediction
    +5
    In this use case, we will use the NYC taxi dataset and a Random Forest to train a simple time series prediction model to predict …
    knime > Examples > 10_Big_Data > 02_Spark_Executor > 11_Taxi_Demand_Prediction > Deployment_workflow
    2
    knime
  3. Workflow
    Anomaly Detection. Time Series AR Testing
    Anomaly detection Time series analysis Auto-regressive models
    +6
    This workflow tests the performance of previously trained auto-regressive models for anomaly detection: - Filter the data to the …
    knime > Examples > 50_Applications > 17_AnomalyDetection > 03b_Time_Series_AR_Testing
    2
    knime
  4. Workflow
    Lean Restocking Alert Signal: Training
    Backward feature elimination Random forest Decision tree
    +7
    This workflow implements an alarm system for bycicle restocking at Washington bike stations. The dataset is the bike dataset. Pro…
    knime > Examples > 50_Applications > 55_Bike_Restocking_Alert > 01_Bike_Restocking_Alert_Training_w_Feature_Selection
    1
    knime
  5. Workflow
    Taxi demand prediction training workflow
    Demand prediction Random forest Time series prediction
    +5
    knime > Codeless Time Series Analysis with KNIME > Chapter 13 > Multivariate_Training_one_output
    0
    knime
  6. Workflow
    Send email to start checkup
    Anomaly detection Time series analysis IoT
    +2
    This workflow simply sends an email. It is called via a Call Workflow node from a parent workflow.
    knime > Examples > 50_Applications > 17_AnomalyDetection > Send_Email_to_start_checkup
    0
    knime
  7. Workflow
    Anomaly Detection. Time Series AR Deployment
    Anomaly detection Time series analysis Auto-regressive models
    +7
    This workflow deploys a previously trained auto-regressive model for anomaly detection: - Select the date for deployment. Two mon…
    knime > Examples > 50_Applications > 17_AnomalyDetection > 03a_Time_Series_AR_Deployment
    0
    knime
  8. Workflow
    Lean Restocking Alert Signal: Deployment
    Random forest Rule engine WebPortal
    +7
    This workflow deploys the lean restocking system for bycicles in Washington DC stations, as trained in another workflow. Data is …
    knime > Examples > 50_Applications > 55_Bike_Restocking_Alert > 02_Bike_Restocking_Alert_Deploy
    0
    knime
  9. Workflow
    Taxi demand prediction training workflow
    Demand prediction Random forest Time series prediction
    +5
    knime > Codeless Time Series Analysis with KNIME > Chapter 13 > Multivariate_Training_multiple_outputs
    0
    knime
  10. Workflow
    Anomaly Detection. Time Series AR Training
    Anomaly detection Time series analysis Auto-regressive models
    +5
    This workflow trains an auto-regressive model for anomaly detection: - Filter the data to training data covering only normal func…
    knime > Examples > 50_Applications > 17_AnomalyDetection > 02_Time_Series_AR_Training
    0
    knime