Visual VM is a profiling tool that provides a GUI interface for monitoring Java applications running on the JVM. To set it up, configure security policies to allow remote monitoring, start the RMI registry and jstatd in the background, and install Visual VM. Once set up, users can add remote machines to Visual VM and monitor applications running on the Java Virtual Machine.