Can you make a weapon bond with an improvised weapon?

The Eldritch Knight Fighter archetype has the ability Weapon Bond where they bond with a weapon, making it summonable and you cannot be disarmed of it. My question is, can you make a bond with an improvised weapon, such as a chair leg or a lamp?