Do I have to keep the shells on the sheimp for shrimp scampi?

I hate eating a pasta with shrimp and have to eat around the shell/tail... Is there a reason to keep them on? I don’t cook often but see that they’re kept on sometimes and would like to cook it peeled

bon appetit