Our research group applies Computational Chemistry and Machine Learning Methods to discover materials with improved performance for energy and environmental applications( including, electrochemical Energy Storage, Li-ion and Na-ion batteries, electrocatalysis). Our research guides experiments by providing atomic-level insights employing principles of Quantum Chemistry, Thermodynamics, Electrochemistry, and Catalysis.