Optimization Problems Courses and Certifications

Simons Institute

Last-Iterate Convergence in Constrained Min-Max Optimization - SOS to the Rescue

Explore last-iterate convergence in constrained min-max optimization using Sum of Squares (SOS) techniques, with insights from Yale's Yang Cai on adversarial approaches in machine learning.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Fields Institute

A Primal-Dual Interior-Point Algorithm for Nonsymmetric Conic Optimization

Explore a primal-dual interior-point algorithm for nonsymmetric conic optimization, delving into advanced mathematical concepts and their applications in optimization theory.

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

Microcredential

Artificial Intelligence

186 ratings at Udacity

Explore core AI concepts and apply them to real-world problems. Learn search algorithms, planning, optimization, game theory, and probabilistic models. Develop practical skills in Python.

• Udacity
• 2 months 5 hours 36 minutes
• On-Demand
• Paid Course

Operations Research (1): Models and Applications

502 ratings at Coursera

This course introduces frameworks and ideas about various types of optimization problems in the business world. In particular, we focus on how to formulate real business problems into mathematical models that can be solved by computers.

• Coursera
• 11 hours 27 minutes
• On-Demand
• Free Online Course (Audit)

Optimization problems and algorithms

1376 ratings at Udemy

How to understand, formulate, and tackle the difficulties of optimization problems using heursitic algorithms in Matlab

• Udemy
• 8 hours
• On-Demand
• Paid Course

Introduction to Genetic Algorithms: Theory and Applications

774 ratings at Udemy

Learn the main mechanisms of Genetic Algorithm as a heursitic Artificial Intalligence search or optimization in Matlab

• Udemy
• 7 hours
• On-Demand
• Paid Course

Bio-inspired Artificial Intelligence Algorithms

157 ratings at Udemy

Genetic algorithm, differential evolution, neural networks, clonal selection, particle swarm, ant colony optimization

• Udemy
• 8 hours 24 minutes
• On-Demand
• Paid Course

Optimization algorithm using matlab

122 ratings at Udemy

A video tutorial on Firefly Optimization Algorithm and its implementation in MATLAB from scratch

• Udemy
• 1-2 hours
• On-Demand
• Paid Course

Microeconomics - 1: Finding Demand

106 ratings at Udemy

Explore consumer behavior modeling and optimization through a unique graphical approach. Learn to create simple economic models and solve problems in microeconomics.

• Udemy
• 1-2 hours
• On-Demand
• Free Online Course

Quantum-Inspired Algorithms and the Azure Quantum Optimization Service

1 review

Explore quantum-inspired algorithms and Azure Quantum optimization service for solving complex problems. Learn to implement QIO techniques, see practical demos, and understand the potential of this cutting-edge technology.

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

Learn how to use Solver, a free Excel add-in, to find optimal solutions to problems with multiple constraints.

• LinkedIn Learning
• 2-3 hours
• On-Demand
• Free Trial Available

IIT Kharagpur;  NPTEL

Introduction To Soft Computing

Soft computing is an emerging approach to computing which parallel the remarkable ability of the human mind to reason and learn in an environment of uncertainty and imprecision

• Swayam
• 8 weeks
• On-Demand
• Free Online Course

Understanding Multivariable Calculus: Problems, Solutions, and Tips

62 ratings at The Great Courses Plus

<p>Gain a profound understanding of multivariable calculus with this excellent and clear guide that is useful for students, professionals, and lovers of mathematics.</p>

• The Great Courses Plus
• 18 hours 23 minutes
• On-Demand
• Free Trial Available

Imperial College London;  Imperial College Business School

Maths Essentials

11 ratings at edX

Discover and acquire the fundamental maths skills that you will need to use while studying an MBA program, from algebra to differentiation and geometric series.

• edX
• 6 weeks, 2-5 hours a week
• On-Demand
• Free Online Course (Audit)

Professor Dave Explains

Calculus

Comprehensive calculus series covering differentiation, integration, and advanced topics with conceptual explanations and practical problem-solving techniques.

• YouTube
• 6 hours
• On-Demand
• Free Video