In my entire career, I have seen a faulty CPU causing intermittent crashes exactly once. They tend to either work as intended, or not at all.
By your symptoms, I would rate the possible culprits as mobo 75%, RAM 20%, PSU 4%, CPU 1%.
With the caveat that I am Europe-based. I understand that...