You don't say what you're riding, but the two replies indicate common problems.
A good set of padded gloves will help a lot. as will continually changing your hand position. If you have a roadster with drop bars, you have a variety of choices.

Another factor is your position on the bike and weight distribution. If you're "reach" is a bit too long, you'll be putting more weight on the bars than you need to.