Prepare recurring batch scoring for device data
Create the reusable scoring definition once, so a large device data batch can be scored through a planned DataRobot workflow.
Trigger
Recurring schedule
Notis starts this workflow on a schedule, such as daily, weekly, or during business hours.
Action
Create Batch Prediction Job Definition
Create a batch prediction job definition for manual or scheduled scoring.
Why this helps
Setting up batch scoring from scratch can distract from interpreting what the device data says.
- Create a reusable definition for batch prediction jobs.
- Reduce repeated configuration work for large datasets.
- Make a scoring setup easier to revisit and run.
Setup
Build it in a few focused steps.
- 1Connect Adafruit IO and DataRobot once in the Notis portal.
- 2Create an automation in Automations, New Automation, and name it.
- 3Tell Notis to create a batch prediction job definition for the specified DataRobot deployment and input data.
- 4Pick the recurring schedule and choose where run reports go.
- 5Test with one real scoring setup and review the definition.
Questions about this workflow
Does creating the definition score the data?
No. This action creates a job definition. A separate action is needed to launch a batch prediction job from that definition.
What should the setup instruction include?
Specify the DataRobot deployment and input data needed for the definition. Those resources must be available in DataRobot.
When this happens · Trigger
Do this · Action
Supported Triggers and Actions
Notis builds workflows that link Adafruit IO to Datarobot. A trigger fires from one place; an action lands in another.
Adafruit IO triggers
Datarobot actions
Recurring trigger
Notis starts this workflow on a schedule, such as daily, weekly, or during business hours.
Add Users to Group
Add one or more existing users to a user group.
Webhook trigger
Notis starts this workflow when an external tool or custom backend sends an HTTP request.
Add User to Organization
Add a user to an existing organization.
Analyze Dataset Definition
Start an analysis job to retrieve a dataset’s metadata, schema and statistics.
Archive Model Package
Archive a model package that is no longer in active use.
Build Java Scoring Code Package
Start an asynchronous build of a Java JAR scoring package for a deployment.
Cancel Notebook Job
Immediately cancel a running or queued notebook job; this cannot be undone.
Cancel Project Job
Cancel a pending project job.
Check Project Status
Check a project’s status and progress.
Connect any two apps with Notis in the middle.
Adafruit IO and Datarobot, or any other combination from 1,000+ integrations.
When this happens · Trigger
Do this · Action
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