Optimization Algorithms Courses and Certifications

Institute for Mathematical Sciences

Swarm-Based Gradient Descent Method for Non-Convex Optimization

Explore innovative swarm-based gradient descent techniques for solving non-convex optimization problems, presented by Prof. Eitan Tadmor from the University of Maryland.

• YouTube
• 47 minutes
• On-Demand
• Free Video

GERAD Research Center

Global Convergence and Asymptotic Optimality of the Heavy Ball Method

Explore global convergence and asymptotic optimality of the heavy ball method, challenging complexity lower bounds for strongly convex functions with Lipschitz gradients.

• YouTube
• 48 minutes
• On-Demand
• Free Video

GERAD Research Center

Multi-Precision Optimization Algorithm: Decreasing Computational Cost and Controlling Computational Error

Explore multi-precision optimization algorithms to reduce computational costs and control errors in smooth, non-convex function minimization, with applications in deep neural network training.

• YouTube
• 56 minutes
• On-Demand
• Free Video

为网络化系统设计智能可靠的优化算法

网络化系统，如计算机网络、移动通信、云计算、交通与物流运筹等，在人们生活与工作中无处不在。在本次课程中，我们将通过不同的具体场景，为大家介绍网络化系统算法设计的一些方法与挑战。

• XuetangX
• On-Demand
• Free Online Course

GERAD Research Center

Route Optimization for Spring Sweeping Operations - Lecture

Optimisez les itinéraires de balayage printanier des routes. Découvrez un modèle et trois approches de décomposition pour résoudre ce problème de tournées de véhicules.

• YouTube
• 42 minutes
• On-Demand
• Free Video

CIMPA UCR

Metaheurísticas en Diseño Territorial: Mono-Objetivo y Bi-Objetivo

Explore metaheurísticas en diseño territorial, abordando enfoques mono-objetivo y bi-objetivo con la Dra. Bernábe-Loranca de la Universidad Autónoma de Puebla.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Deep Learning Intuition - Lecture 2

Explore deep learning intuition with Stanford experts, covering logistic regression, face verification, neural architectures, and advanced applications in computer vision and image processing.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Convex Optimization I - Lecture 13

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Convex Optimization I - Lecture 17

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Convex Optimization I - Lecture 16

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Convex Optimization I - Lecture 15

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, covering key concepts and applications in electrical engineering and beyond.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Convex Optimization I - Lecture 10

Explore advanced convex optimization techniques with Stanford's Stephen Boyd. Delve into complex mathematical concepts and their practical applications in engineering and data science.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

Convex Optimization I - Lecture 9

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

Convex Optimization I - Lecture 12

Explore advanced convex optimization techniques with Stanford's Stephen Boyd. Delve into complex mathematical concepts and their practical applications in engineering and data science.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Convex Optimization I - Lecture 3

Explore advanced convex optimization techniques with Stanford's Stephen Boyd. Dive deep into mathematical concepts and practical applications in this comprehensive lecture series.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video