Particle Swarm Optimization Courses and Certifications

Particle Swarm Optimization in MATLAB

1898 ratings at Udemy

A video tutorial on PSO and its implementation in MATLAB from scratch

• Udemy
• 1 hour 21 minutes
• On-Demand
• Free Online Course

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

ACCU Conference

An Introduction to Swarm Intelligence Algorithms

Discover nature-inspired swarm intelligence algorithms, exploring how virtual ants, bees, and other animals can solve complex problems and provide foundations for understanding broader AI concepts.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Understanding Parameter Spaces Using Local Optima Networks

Explores using Local Optima Networks to analyze parameter landscapes of Particle Swarm Optimization, revealing complex structures influenced by underlying objective functions.

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

ACCU Conference

Turtles! Hill Climbing! Hammers! Paper Bags!

Explore optimization techniques through turtle graphics, from hill climbing to simulated annealing, laying the groundwork for understanding neural networks and machine learning concepts.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Conference Talk

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

Cómputo evolutivo

21 ratings at Coursera

Explora la computación evolutiva y sus aplicaciones en diversos campos. Aprende sobre algoritmos genéticos, técnicas de optimización bioinspiradas y su implementación para resolver problemas complejos.

• Coursera
• 19 hours 37 minutes
• On-Demand
• Free Online Course (Audit)

CIMPA UCR

Multidimensional Scaling by Particle Swarm Optimization

Explora el escalamiento multidimensional mediante optimización por enjambre de partículas con el experto Javier Trejos.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Video

IIT Guwahati;  NPTEL

Computer Aided Applied Single Objective Optimization

Learn mathematical and computational intelligence algorithms for solving combinatorial optimization problems, with practical applications and state-of-the-art tools. Includes case study analysis.

• Swayam
• 12 weeks
• Finished
• Free Online Course

IIT Guwahati;  NPTEL

Evolutionary Computation For Single And Multi-Objective Optimization

Explore evolutionary computation techniques for optimization, including genetic algorithms, differential evolution, and particle swarm optimization. Learn to apply these methods to real-world problems.

• Swayam
• 8 weeks
• Finished
• Free Online Course

IIT Kharagpur;  NPTEL

Traditional And Non-Traditional Optimization Tools

The working principles of some traditional tools of optimization, namely exhaustive search method, random walk method, steepest descent method will be discussed with suitable numerical examples.

• Swayam
• 8 weeks
• Finished
• Free Online Course