Bitter almonds are a variety of almonds that are known for their strong flavor and aroma. Unlike sweet almonds, which are commonly consumed as nuts or used in cooking and baking, bitter almonds contain amygdalin, a compound that can produce hydrogen cyanide when metabolized in the body. This makes them potentially dangerous if consumed in large quantities.