A Fuzzy Rule Base is a collection of fuzzy if-then rules that form the core of a fuzzy logic system, enabling it to handle uncertain or imprecise information by mapping inputs to outputs through linguistic variables. It is integral to applications where traditional binary logic fails, such as control systems, decision-making, and pattern recognition, by providing a more human-like reasoning approach.