Learn Artificial Intelligence Skills via Residency at Microsoft
Harness Machine Learning to Improve People’s Lives At Microsoft, we are committed to leveraging the power of Artificial Intelligence (AI) to benefit people and greater society. Advances in AI can be applied to address some…
Theoretical Aspects of Symbolic Automata
Quadratic Assignment on Different Data Models
Quadratic assignment is a very general problem in theoretical computer science. It includes graph matching, the traveling salesman problem, and the Gromov-Hausdorff distance between finite metric spaces as particular cases. Quadratic assignment is in general…
Understanding Over-parametrization Through Matrix Sensing
We study the problem of recovering a low-rank matrix from linear measurements using an over-parameterized model. We show that the gradient descent process on the square loss function, starting from a small initialization, can converge…