Machine vision is a fascinating technology that enables the recognition and classification of a wide array of objects in our surroundings. This article presents an intriguing Raspberry Pi project utilizing the YOLO object detection model. The project is adept at identifying numerous objects, ranging from common items such as cars and bicycles to various animals like cats, dogs, and birds.