Virtual machines are software-based emulation of physical computers that can run an operating system and applications just like a physical machine. They allow multiple operating systems to run on a single physical machine, providing flexibility and efficiency in managing resources. Virtual machines are commonly used in cloud computing environments to create isolated environments for running applications and services. They are also used for testing new software, running legacy applications, and improving overall system utilization.