Anum Mushtaq is a PhD Candidate at Pakistan Institute of Engineering and Applied Sciences (PIEAS) Islamabad, Pakistan and doing research on traffic management and autonomous vehicles. Her research interests include traffic flow management, autonomous vehicles, reinforcement learning, and Internet of things.