My primary research interest lies at the intersection of optimization, statistics, and computer science: designing nonlinear optimization algorithms for machine learning problems. Mainly, I’m interested in:
- Design and Analysis of Algorithms
- Optimization Methods for Convex/Nonconvex Continuous Problems
- Optimization Methods for Machine Learning Problems
- Statistical Machine Learning
- Derivative-Free Optimization