Aparna Kishore is a Ph.D. student in Computer Science, advised by Professor Madhav Marathe. She received her B Tech in Electronics and Communication from the University of Calicut in 2010. Her research interests are sustainable energy, artificial intelligence, and network science. She is currently focusing on residential energy modeling, retrofitting, and optimization.