Mitochondria are known as the powerhouse of the cell, responsible for producing the energy currency of the cell, ATP, through the process of oxidative phosphorylation. They also play crucial roles in other cellular processes, including signaling, cellular differentiation, and apoptosis, making them integral to maintaining cellular health and function.