The recent explosion of machine learning (ML) and artificial intelligence (AI) shows great potential in the breakthrough metal additive manufacturing (AM) process modeling, which is an indispensable step to derive process-structure-property relationship. However, success conventional tools data science primarily attributed unprecedented large amount labeled data-sets (big data), can be either o...