Abstract We present a survey of ways in which existing scientific knowledge are included when constructing models with neural networks. The inclusion of domain-knowledge is of special interest not just to constructing scientific assistants. but also. many other areas that involve understanding data using human-machine collaboration. https://spencertifieders.shop/product-category/computer-components/