The payment of pre-college tuition is not tax deductible. However, if you pay the tuition directly to the school, the payment is not subject to gift tax, regardless of the cost of tuition.
Gifts in excess of an $12,000-per-donee annual exclusion are subject to gift tax, but the tax may be offset by a gift tax credit.