iPad Air 2 unexpected shutdown

My iPad Air 2 shuts down sometimes even when battery is a 100% charge. The only way to turn it back on is to plug it back in. It shows the Apple reboot screen and battery shows 100%. This doesn't happen all of the time but has started occurring more often. Battery? Anyway I can check this without going in to an Apple Store?

Thanks.