Yes, you can knead the dough by hand. It may just take a little more effort and time to get the dough smooth and elastic before letting it rise. If kneading by hand, make sure to flour your work surface well to avoid sticking. You can also use a handheld electric mixer with dough hook attachments to knead the dough.