The document explains functional programming (FP) as a programming paradigm that emphasizes the evaluation of mathematical functions, avoiding mutable data and state changes. FP is rooted in lambda calculus and category theory, supporting concepts such as pure functions, immutability, and higher-order functions. It highlights advantages like easier testing, thread-safe codebases, and features like function chaining, with practical examples in Swift programming.