Before revision:  We illustrate the potential of SIMD operations for accelerating Bayesian computations and provide the reader with essential implementation techniques required to exploit modern massively parallel processing environments using standard software development tools.
After revision:  We illustrate the potential of SIMD operations for accelerating Bayesian computations and provide the reader with techniques for exploiting modern massively parallel processing environments using standard software development tools.