She focuses on network automation and network analytics. Prior to joining Esnet, she was a software engineer in the U.S. for 8 years before moving to Beirut, Lebanon and becoming the Director of IT Infrastructure and Support at the Lebanese American University for 9 years. She went on to receive her PhD in 2014 with her research concentrating on utilizing machine learning to predict power optimal microarchitectural configurations on adaptable processors. She has used machine learning on a wide variety of problems with specific concentration on support vector machines.