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Update the Models

The last part of the workflow is to make sure your TimeDetect models are up-to-date.

Updating the models is a critical step in ensuring your models continue to reflect the latest patterns within your data. Following the sequence diagram, the process is initiated by the user, who plays a proactive role in maintaining the model's accuracy and relevance by uploading new and approved historical data. This iterative approach that enhances the model's performance over time.

Client Operations

  • Fetch Presigned URL: Acquire a new presigned URL for the Tenant.
  • Upload New Data: Upload new approved data to the Dataset.
  • Model Update: Call the POST /start_trainer endpoint with rebuildModels set to false to update the model for a Dataset.
  • Verify Update: Confirm the update's success with the status endpoint using the Job ID.