We cannot observe mechanical losses but electrical losses will occur like copper and iron losses. This article discusses an overview of different types of losses in a transformer.
The main difference between the step-up and step-down transformer is that the step-up transformer increases the output voltage, while the step-down transformer reduces the output voltage.