Learning and Computer Vision in order to detect textile defects and irregularities in real-time, acting on the knitting machines as a way to reduce defective production to close to 0%. This high-tech solution is able to not only stop the production of defects during production, using hardware and software but also improve the business by offering a user interface where the factories can check their stats regarding the production.