My group and I study the theory and practice of optimization algorithms with a focus on applications in machine learning and data analysis. We are particularly interested in busting machine learning myths and establishing baselines for data analysis. Our work is enriched by collaborations with researchers from applied fields including computational imaging, robotics, and personalized medicine.