production stages. Thus, supervised machine learning methods such as classification can viably predict product compliance quality … extensively investigated. This paper aims to design machine learning based classification methods for quality compliance and … significant benefits at any stage in a supply chain. Thus, early knowledge of product batch quality can save costs associated with …