Abstract: Using exponential dichotomy and the fixed point theory,we construct suitable Lyapunov functional and Yang inequality and obtain some sufficient conditions to ensure the existence and globally exponential stability of almost periodic solution for fuzzy bi-directional associative memory (BAM) neural networks with finite distributed delays.