How do I build units and structures faster in Civilization 5?

It depends on what Time scale you've chosen. If you've selected marathon then Buildings and units take a while, similarly with epic. Otherwise improve your terrain with mines and Lumber Mills, there are other structures and bonuses you can gain that help production. Good luck