The Path II Programmable training project trains element14 members by providing them with free FPGA/SoC training modules with lab exercises. Learn more about Path II Prtogrammable here: Path II Programmable: About Training Project
Once the trains and labs have been completed, the trainees will build a project with the Avnet Ultra96-V2 development board, which is an Arm-based, Xilinx Zynq UltraScale+ MPSoC development board based on the Linaro 96Boards Consumer Edition (CE) speciﬁcation.
This project was developed by element14 top member ralphjy. He says that "I'd like to implement an embedded vision system. The input would be a H264/5 video stream from an IP camera or an NVR. The input would be an RTSP stream over the network (either wifi or ethernet). If I can get the base configuration working I'd like to extend it to multiple inputs and possibly an output to the NVR. I'd like to have some level of detection/identification capability. My thought is to use one of the quantized neural network implementations that I've tried on the PYNQ-Z2 (new overlays are available for the Ultra96)."
Here are the two blogs that describe Ralph's Embedded Vision Project: