Evolutionary Algorithms Courses and Certifications

Coding Train

Genetic Algorithms - The Nature of Code

Explore evolutionary computing principles through hands-on genetic algorithm implementation, from basic concepts to advanced applications like smart rockets and traveling salesperson problems.

• YouTube
• 6 hours 12 minutes
• Self-Paced
• Free Video

Coding Train

Genetic Algorithms - Intelligence and Learning - Session 2

Explore genetic algorithms through hands-on coding challenges, from Shakespeare monkey examples to traveling salesperson problems and evolutionary steering behaviors.

• YouTube
• 5 hours 52 minutes
• Self-Paced
• Free Video

The Ultimate Beginners Guide to Genetic Algorithms in Python

260 ratings at Udemy

Implement genetic algorithms from scratch to solve real world problems!

• Udemy
• 4 hours 52 minutes
• Self-Paced
• Paid Course

Computational Genomics Summer Institute CGSI

Evolutionary Models and Algorithms for Tumor Phylogeny Inference

Explore evolutionary models and algorithms for inferring tumor phylogeny from genomic data, covering copy-number constraints and single-cell sequencing approaches.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

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
• Self-Paced
• Free Online Course

Simon Fraser University

Advanced Generative Art and Computational Creativity

Explore advanced generative art techniques using evolutionary computing, neural networks, and procedural generation. Create innovative artifacts and evaluate creative systems while discussing ethical implications.

• Kadenze
• 100 hours
• Self-Paced
• Paid Course

Simon Fraser University Career Certificate

Generative Art and Computational Creativity

Explore generative art and computational creativity, learning algorithms, techniques, and ethical considerations. Implement systems using Max, and discuss societal impacts of AI-generated art.

• Kadenze
• 156 hours
• Self-Paced
• 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
• Self-Paced
• Free Online Course

NITTTR

Soft Commuting Techniques

Master fuzzy logic, neural networks, and genetic algorithms to solve complex real-world problems through hands-on projects in pattern recognition, robotics, and optimization.

• Swayam
• 8 weeks
• Self-Paced
• Free Online Course

Unity

Machine Learning Agents with Unity ML-Agents SDK

Discover how to transform Unity games into AI training environments using ML-Agents SDK for deep reinforcement learning and intelligent agent development.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - COMP 6980

Explore AI fundamentals through search algorithms, game theory, evolutionary computing, reinforcement learning, and neural networks with hands-on game assignments.

• YouTube
• 22 hours 34 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence (2023-09)

Explore AI fundamentals through algorithmic techniques, search algorithms, game theory, reinforcement learning, and neural networks with hands-on game applications.

• YouTube
• 21 hours 37 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - 2022

Explore AI fundamentals through algorithmic techniques, search methods, game theory, and reinforcement learning with hands-on game-based assignments.

• YouTube
• 1 day 51 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence (2021-09)

Explore AI fundamentals through algorithmic techniques, search methods, game theory, evolutionary computing, and reinforcement learning with hands-on game applications.

• YouTube
• 1 day 3 hours 43 minutes
• Self-Paced
• Free Video

AI Explained

AI Improves at Self-improving - A Deep Dive into AlphaEvolve

Explore AlphaEvolve's impressive self-improvement capabilities and how AI is enhancing its own hardware, architectures, data, and training methods, with insights on limitations, achievements, and future developments.

• YouTube
• 18 minutes
• Self-Paced
• Free Video