This document proposes a low power compressor based multiply-accumulate (MAC) architecture for digital signal processing applications. It presents a modified Wallace tree multiplier using novel compressor designs and carry save adders to reduce power and delay. The proposed MAC architecture uses a compressor based Wallace tree multiplier and carry save adder. Simulation results show the proposed architecture reduces significant delay and power compared to conventional compressor based MAC units.