The transition to Euclidean space and the discretization of quantum field theories on spatial or space-time lattices opens up opportunity investigate probabilistic machine learning within theory. Here, we will discuss how discretized theories, such as $\phi^{4}$ lattice theory a square lattice, are mathematically equivalent Markov fields, notable class graphical models with applications in vari...