A programming language is a notation for writing programs that specify computations or algorithms and typically includes abstractions for data manipulation and execution control. They can be categorized into several generations, from low-level machine languages to high-level languages that are easier for humans to understand and work with, such as Python, Java, and C++. Each programming language has unique features and applications in software development, web programming, and system integration.