Fixed Point Semantics is a mathematical framework used to define the meaning of recursive definitions in programming languages and logic, by identifying points where a function's output equals its input. It's crucial for understanding how recursive functions and data structures can be interpreted and computed, ensuring that definitions lead to consistent and computable outcomes.