The Two-Level Adaptive Predictor is a branch prediction mechanism used in modern processors to enhance instruction-level parallelism by dynamically predicting the direction of branch instructions. It utilizes two levels of history information: global history and local history, to make more accurate predictions based on past execution patterns.