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 withrebuildModels
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.