In this paper we test different conjugate gradient (CG) methods for solving largescale unconstrained optimization problems. The methods are divided in two groups: the first group includes five basic ...

In August 2025, Guangdong Jinfu Technology Co., Ltd. applied for a patent titled "A Method and System for Training Q&A Intelligent Agent Models Based on Data Annotation Collaboration." This patent ...

This course discusses basic convex analysis (convex sets, functions, and optimization problems), optimization theory (linear, quadratic, semidefinite, and geometric programming; optimality conditions ...

This paper provides a review and commentary on the past, present, and future of numerical optimization algorithms in the context of machine learning applications. Through case studies on text ...

This course introduces high-performance computing (“HPC”) systems, software, and methods used to solve large-scale problems in science and engineering. It will focus on the intersection of two ...

Quantum computers, computing systems that process information leveraging quantum mechanical effects, could soon outperform ...