This book explores energy storage and conversion materials, covering mainstream theoretical and experimental studies and applications. It investigates properties of rechargeable batteries, supercapacitors, solar cells, and fuel cells, theoretical simulations, machine learning, high-resolution experimental measurements, and device performance.