I mostly use fresh herbs, especially in the spring and summer...it's kind of a pain to pick and wash and chop...but it tastes better to me. And yes, I do have an herb garden!
But if we're talking about SPICES(nutmeg, cumin, etc.), then no I don't buy whole and grind it up myself or anything. I just buy the jars of pre-ground.