The Programming short course and workshop on Deep Learning and Compute Vision was organised by Aristotle University of Thessaloniki from 24th to 26th August 2022. The three-day summer school offered participants both lectures and hands-on workshop sessions on CUDA Programming and Image classification using CNNs, OpenCV programming for object tracking, SSD object detection, drone cinematography with airsim, and video summarization with pytorch.