It can take from four to five hours for your iPad to charge and much of that time depends on how you charge it. For the fastest charging times, use the wall charger as charging it through your computer takes a lot longer. Also, shut your iPad off. Ideally, you should shut your iPad off and charge it overnight.

Resource: Apple Discussions