YOLO (You Only Look Once) is an object detection algorithm in videos and images and is famous due to its speed and accuracy. We recently had the release of version 7 of the algorithm, which promises to be even more accurate. In this tutorial we will show how YOLO works in practice through a practical case and what are the latest news on the market. October 2022, Python Brazil, Manaus - AM, Brazil.