Gina El Nesr is a rising fourth-year PhD candidate at Stanford University studying biophysics in the lab of Dr. Possu Huang. She completed her undergraduate studies at The Johns Hopkins University, earning a B.S. in Computer Science, Applied Mathematics and Statistics, and a B.A. in Biophysics. Her research interests are in developing deep learning algorithms for the design of de novo functional proteins, including metalloproteins and enzymes. Gina has experience in computational and experimental protein design. She is currently an NSF Graduate Research Fellow and is an organizer for the Machine Learning for Structural Biology workshop at NeurIPS.