AI centric solutions are needed for advanced sensors, controls, materials, and computing, as well as enabling real-time control, smart diagnostics, and accelerated materials development. The ERC is applying machine learning technologies to form a holistic ecosystem to advance energy conversion, storage, and data-driven innovation in energy systems.