Heavy Cavalry has more attack strength and armor (including +1 armor against missile weapons) than Cavalry. Heavy Cavalry can be upgraded to the Cataphract. Other cavalry units include the Chariot and War Elephant.
Researching Nobility increases hit points. Toolworking, Metalworking, and Metallurgy increase attack strength. Leather Armor, Scale Armor, and Chain Mail increase armor.