The document describes a new architecture for a high-speed multiplier accumulator (MAC) unit. The MAC uses a modified Booth encoding algorithm to reduce the number of partial products generated during multiplication. It also uses a hybrid carry save adder structure to improve performance. Additionally, it incorporates a spurious power suppression technique (SPST) to reduce power consumption during the addition process. The MAC accumulates intermediate results as sums and carries rather than using the final adder output to improve output rate. Analysis shows the proposed MAC requires fewer hardware resources, has lower delay, and reduced power compared to previous designs.