This is probably a long shot, but I'll ask anyway: do any MS SQL Server folks use Machine Learning services?
And more specifically, does the "SQL Server Launchpad" service ever unexpectedly stop?
The "Recovery" configuration for SQL Server-related services (pictured) is usually good enough to ensure they don't have to be restarted manually.
But not in this case for the Launchpad service.