Machine Learning solutions for Flow Designer

  • Release version: Washingtondc
  • Updated February 1, 2024
  • 2 minutes to read
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    Summary of Machine Learning solutions for Flow Designer

    Machine Learning solutions for Flow Designer enable you to leverage Predictive Intelligence capabilities to make data-driven predictions and recommendations without extensive coding. This functionality requires a subscription to Predictive Intelligence and facilitates the integration of machine learning models into your workflows.

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    Key Features

    • Frameworks: Four frameworks are available for creating machine learning solutions:
      • Classification framework
      • Similarity framework
      • Clustering framework
      • Regression framework
    • Spoke Requirements: Requires a sharedservice.worker user for training solutions and a pre-trained Predictive Intelligence solution.
    • Dependencies: Ensure installation of the following plugins:
      • Predictive Intelligence (com.glide.platformml)
      • Predictive Intelligence Reporting (com.glide.platformmlpa)

    Spoke Actions

    Predictive Intelligence for Flow Designer offers several actions to utilize existing models effectively:

    • Classification Batch Prediction: Predict values for multiple records using an active classification model.
    • Classification Prediction: Predict a value for a single record.
    • PI Confidence Check: Compare prediction confidence values with user-specified thresholds.
    • Regression Batch Prediction: Predict values for multiple records using an active regression model.
    • Regression Prediction: Predict a value for a single record.
    • Similarity Prediction: Retrieve similar records from a specified table.

    Spoke User Roles

    The system includes user roles to manage access to Predictive Intelligence features:

    • mladmin: Grants comprehensive access to all Predictive Intelligence functionalities.

    Provides actions to make predictions from trained Predictive Intelligence solutions.

    Predictive Intelligence subscription

    This spoke requires a subscription to Predictive Intelligence. For more information, see Install Predictive Intelligence.

    Key features

    Predictive Intelligence for Flow Designer provides four frameworks that you can use to create machine-learning solutions in your instance. Each framework delivers a different solution type for training the system to predict, recommend, and organize data outcomes.
    • Classification framework
    • Similarity framework
    • Clustering framework
    • Regression framework

    Spoke requirements

    • A sharedservice.worker user to train solutions
    • A pre-trained solution for your Predictive Intelligence framework

    Spoke dependencies

    If you’re having trouble installing the app, ensure that these dependent plugins are installed:
    • Predictive Intelligence (com.glide.platform_ml) plugin
    • Predictive Intelligence Reporting (com.glide.platform_ml_pa) plugin
    Note:
    Some of these plugins are licensable features and require appropriate licenses, if used outside the spoke implementation.

    Spoke actions

    Predictive Intelligence for Flow Designer provides actions to make predictions using existing models without having to write or maintain script. Available actions include:

    Action Description
    Classification Batch Prediction Obtain a predicted value from an active classification solution definition using multiple input records.
    Classification Prediction Obtain a predicted value from an active classification solution definition using a single input record.
    PI Confidence Check Compare an output value (number) from Predictive intelligence with a number specified by the user. For example: Compare the confidence value of a prediction with a specified value.
    Regression Batch Prediction Obtain a predicted value from an active regression solution definition using multiple input records.
    Regression Prediction Obtain a predicted value from an active regression solution definition using a single input record.
    Similarity Prediction Obtain similar records that exist in the table specified by the user in their similarity solution definition.

    Spoke user roles

    Predictive Intelligence for Flow Designer provides these user roles to control access to data:
    User role Description
    ml_admin Grants access to all Predictive Intelligence features