In the ever-evolving optical communication system, the pursuit of higher data rates and improved signal integrity in the presence of various channel damages has led to important research on nonlinear compensation techniques. This chapter explores the intersection of advanced nonlinear compensation strategies and artificial intelligence (AI), and proposes a new method to improve the performance of coherent optical communication systems.