I have a gap in my Evolutionary theory knowledge?

Agnostically driven: Say Life begun from bacteria, or amoivads, etc., Shouldn't there be all the In-Between Formed creatures, from leopard to cheetah, par example? (Extended to all the In-between stages creatures. That makes me doubt, only.