Amazon SageMaker Automatic Model Tuning now provides an API to programmatically delete tuning jobs. This gives you the ability to clean up the tuning jobs that you no longer would like to see in the ListHyperParameterTuningJob APIs, reuse tuning job names, and streamline your tuning job history.
Source:: Amazon AWS