The Scout is the weakest cavalry unit. The Scout cannot be upgraded. However, you can train Cavalry, which is stronger than the Scout. Other cavalry units include Heavy Cavalry, Cataphract, 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.