Particle Swarm Optimization Courses and Certifications

Evolutionary Computation and its Applications

Master AI-based optimization techniques through genetic algorithms and particle swarm optimization, applying evolutionary computation principles to solve real engineering problems using MATLAB.

• Coursera
• 9 hours 34 minutes
• On-Demand
• Free Online Course (Audit)

Particle Swarm Optimization in MATLAB

1917 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 [2024]

1584 ratings at Udemy

Understand, Formulate & Tackle Optimization Problems Using Heuristic Algorithms in Matlab

• Udemy
• 8 hours 4 minutes
• On-Demand
• Paid Course

Multi-objective Optimization Problems and Algorithms

554 ratings at Udemy

How to handle multiple objectives using a wide range of optimization algorithms

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

Bio-inspired Artificial Intelligence Algorithms

167 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

AI and Meta-Heuristics (Combinatorial Optimization) Python

164 ratings at Udemy

Graph Algorithms, Genetic Algorithms, Simulated Annealing, Swarm Intelligence, Heuristics, Minimax and Meta-Heuristics

• Udemy
• 17 hours 34 minutes
• On-Demand
• Paid 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
• On-Demand
• Free Online Course

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
• On-Demand
• Free Online Course

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

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

cpponsea

What is Swarm Intelligence? - Swarm AI Explained

Explore nature-inspired swarm algorithms and their implementation in C++, covering ant and bee behaviors, SFML graphics, random number generation, and practical testing approaches for AI development.

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

USENIX

Shesha: Multi-head Microarchitectural Leakage Discovery in New-generation Intel Processors

Discover how Shesha framework automates detection of transient execution attacks in Intel processors, exploring new vulnerabilities in instruction set extensions and cryptographic implementations.

• YouTube
• 13 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)