The JVM is a virtual machine that runs Java bytecode. It provides memory management, code optimization through just-in-time compilation, and allows Java programs to run on different platforms. The JVM optimizes code at runtime by techniques like loop unrolling, reducing unnecessary data loading and method calls. It has two compilation modes - client mode for less optimization and server mode for more aggressive optimization based on runtime profiling.