Explore advanced techniques in polynomial optimization through a comprehensive lecture covering LP, SOCP, and optimization-free approaches. Delve into hierarchies, extended formulations, and matrix-analytic techniques as presented by Amir Ali Ahmadi from Princeton University. Gain valuable insights into cutting-edge methodologies for solving complex optimization problems in this 32-minute talk from the Simons Institute.