An operating system is a vital collection of programs that manage computer resources, provide user interfaces, and run applications. It can be categorized into embedded, network, and stand-alone systems, each with specific functions and use cases. Real-time operating systems focus on minimizing latency and ensuring timely task completion, while Linux is highlighted as a powerful, free, and open-source option.