The need for ECC memory on my own DL server

Recently I had the occasion of purchasing two (almost new) 1080 ti for a reasonable price, and decided to build a new box for deep learning purposes.

Since I’m in the process of choosing a mainboard, I’d really like to know from anyone who runs production servers/workstations whether I do really need ECC memory in order to prevent data corruption on disk in the long run. A bit of research did yield contradictory and confuse results.

Thanks a lot.