When Windows finally booted, a notification popped up in the Action Center: "Windows Memory Diagnostic detected memory issues. Back up your files now to avoid data loss."

This is the easiest method and does not require downloading any extra software.

If the built-in tool doesn't find anything but you still suspect hardware failure, professional-grade tools are more rigorous. How to Use Windows Memory Diagnostic | Microsoft Surface