Compiled languages like Java can be executed directly by the CPU but require a compiler, making them slower to deploy than interpreted languages like Python. Interpreted languages are easier to learn and use, allow for quicker coding and testing, and enable dynamic web functionality. While compiled languages can be optimized for hardware, interpreted languages are highly extendable and excellent for machine learning. Many modern languages incorporate aspects of both approaches.