Battery
My ipad air 2 does not charge. Also the charge drops suddenly even when the ipad was off.
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Have a look at this link...
If your iPad won't charge - Apple Support
If that doesn't help, your iPad is old enough that it may need a new battery. You can make an appointment at the nearest Apple Store for Battery Replacement.