Discovering Symbolic Models from Deep Learning with Inductive Biases

“To automate science we need to automate knowledge discovery. However, when does a machine learning model become knowledge? Why are Maxwell’s equations considered a fact of science, but a deep learning model just an interpolation of data? For one, deep learning doesn’t generalize near as well as symbolic physics models…”