This tutorial is part of the 2021 MRS Fall Meeting tutorial series on symmetry-aware neural networks for the material sciences and includes supporting code for the paper by Zhantao Chen, Nina Andrejevic, Tess Smidt, et al., "Direct Prediction of Phonon Density of States With Euclidean Neural Networks." Advanced Science (2021): 2004214.