Purpose In recent years, machine learning (ML) has become an important tool for predicting material properties and optimizing their mechanical performance without the need for large data sets. However, when design considerations only target structural characteristics, sustainability issues are often overlooked, leading to increased carbon dioxide emissions, energy consumption, and over-reliance on non-renewable materials. This...