Utilizing Xilinx design tools and a Pynq-Z2 SoC board, we evalulated an existing software implementation of LeNet, a hand written character recognization convolutional neural network (CNN), implemented an alternative hardware accelerated version utilizing the resources available to us on the development board, and compared the solutions.