Skip to content


Westgate Building.
The building I work in at Penn State.

“A breakthrough in machine learning will be worth 10 Microsofts.” ~ Bill Gates

Causal inference and fairness in machine learning:

Guaranteeing fairness without incorporating causal reasoning is a thankless task. I replace the question “Is the hiring process of a company discrimination against women?” by the question “Does gender have a causal effect on the hiring decisions?” and bringing causal reasoning into the studies of fairness to stop discrimination, e.g., against women.

Machine learning in sleep health:

I am collaborating with Dr. Orfeu Buxton to develop machine learning algorithms for sleep quality assessment from various types of data.

Skip to toolbar