Video data is an essential asset of everyday life, whether it is a live blog stream or CCTV camera in manufacturing. And applying Machine learning while processing video streams – it’s a new, growing niche. So let’s take a look at a trade-off between speed and accuracy within the video processing pipeline. And focus on a neural network inference optimization with the possibility to deploy it to cloud infrastructure.