The world of production has been strongly influenced by the spread of Artificial Intelligence (AI) technologies in the last decade. The concept of automation of repetitive and mechanical operations has been a focal point for manufacturing companies in order to reduce human error, human effort and increase safety and speed of production. AI in particular have revolutionized many fields and Machine Learning (ML) is one of its most important applications which introduces the possibility to learn to the system from dataset and execute operations even if it’s not programmed to do them. Object detection is a specific task of ML which requires Convolutional Neural Networks.