Genetic Algorithms Courses and Certifications

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
• On-Demand
• Paid Course

Introduction of Intelligent Control（智能控制导论）

Do you want to know how intelligent devices “think”? Do you want to use computer programs to reproduce the intelligent phenomena in nature? Introduction to “Intelligent Control” would bring you into the fascinating world of information, science and techn…

• XuetangX
• On-Demand
• Free Online Course

Advanced Machine Learning with ENCOG - Part 2

56 ratings at Pluralsight

Implement advanced machine learning techniques using ENCOG: dimensionality reduction, clustering, pattern recall, time series forecasting, and optimization with genetic algorithms.

• Pluralsight
• 3 hours 42 minutes
• On-Demand
• Free Trial Available

Understanding Genetic Algorithms and Genetic Programming

40 ratings at Pluralsight

Artificial intelligence is everywhere these days. This course teaches you how to implement two types of AI using simple C#. You'll use concepts from biology to evolve solutions to complex problems like optimal subset selection and data ordering.

• Pluralsight
• 3 hours 16 minutes
• On-Demand
• Free Trial Available

Introduction to Machine Learning

33 ratings at The Great Courses Plus

Search engines. Navigation systems. Game-playing robots. Learn how smart machines got that way in this course taught by a pioneer researcher in machine learning.

• The Great Courses Plus
• 12 hours 6 minutes
• On-Demand
• Free Trial Available

Intelligent Control（智能控制）

Explore intelligent control systems through expert systems, fuzzy logic, neural networks, and machine learning, with practical applications in robotics and traffic control systems.

• XuetangX
• On-Demand
• Free Online Course

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

Soft Computing Techniques

Master soft computing fundamentals including fuzzy logic, genetic algorithms, rough sets, and hybrid techniques for solving complex real-world optimization and data analysis problems.

• Swayam
• 12 weeks
• On-Demand
• 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
• 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

Learn industry-standard techniques for hyperparameter tuning in machine learning, including Grid Search, Random Search, Bayesian Optimization, and Genetic Algorithms to improve model performance.

• Codecademy
• 1 hour
• On-Demand
• Free Trial Available

Coding Train

Intelligence and Learning Continued

Explore genetic algorithms and their applications in solving complex problems like the Traveling Salesperson, with improved pool selection and crossover techniques.

• YouTube
• 2 hours 58 minutes
• On-Demand
• Free Video

Coding Train

Intelligence and Learning - Session 2

Live stream exploring evolving autonomous agents through a five-part coding challenge, combining genetic algorithms and steering behaviors. Practical application of concepts from "Intelligence and Learning" course.

• YouTube
• 2 hours 50 minutes
• On-Demand
• Free Video

Coding Train

Smart Rockets, CodePen and Arguments Array in JS

Explore CodePen, genetic algorithms, smart rockets, machine learning, and JavaScript's arguments array in this comprehensive live stream covering various coding topics and challenges.

• YouTube
• 2 hours 49 minutes
• On-Demand
• Free Video

Coding Train

Phyllotaxis and More on Genetic Algorithms

Explore algorithmic botany and genetic algorithms through coding challenges, covering phyllotaxis, fitness functions, selection methods, and ecosystem simulations for creative programming enthusiasts.

• YouTube
• 2 hours 33 minutes
• On-Demand
• Free Video