The almond is a fruit seed grown from the almond tree. The scientific name for these nuts is Prunus dulcis and they come from the Middle East, India and North Africa. They are now found in places like Iran, Saudi Arabia, Lebanon, Turkey, Syria and Jordan. The taste of almonds varies from mild to bitter.