We’ve looked at PYNQ and how it enables us to accelerate our initial developments and verification of algorithms several times throughout this blog and Hackster projects. We get this benefit because we can leverage the PYNQ drivers to work with AXI-Lite, DMA, and VDMA interfaces quickly and easily. We can control complex interfaces with just a few lines of Python and are also able to use popular Python packages such as matplotlib and NumPy to generate data for injection into the algorithm in the PL or to post obtained process results.