 An E3, Equivariant Deep Learning Interatomic Potential, is introduced for accelerating molecular dynamics simulations. The method obtained state-of-the-art accuracy, can faithfully describe dynamics of complex systems with remarkable sample efficiency. This article was authored by Simon Batzner, Albert Musserlian, Lisin Sun, and others.