Referential Transparency, Higher Order functions, Lazy Evaluation, and Pattern Matching are key concepts in Functional Programming. Referential Transparency means that equal expressions can be replaced with each other without changing the program's behavior. Higher Order functions allow functions to be passed as arguments to other functions and returned as results. Lazy Evaluation delays evaluating arguments until their values are needed to avoid unnecessary computation. Pattern Matching allows decomposing and analyzing data structures.