Genetic Programming Courses and Certifications

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

IEEE

Is "Adversarial Examples" an Adversarial Example?

Explore adversarial examples in deep learning, their implications for security, and strategies for defense in this thought-provoking IEEE keynote by David Evans.

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

USENIX Enigma Conference

Classifiers Under Attack: Evasion Techniques and Defensive Strategies

Exploring vulnerabilities in machine learning classifiers for security applications, demonstrating evasion techniques, and discussing methods to enhance robustness against adversarial attacks.

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

ACCU Conference

Teach Your Computer to Code FizzBuzz

Interactive workshop on evolutionary algorithms, using Java to implement solutions for FizzBuzz. Covers biological evolution concepts, JCLEC framework, and Genetic Programming for evolving source code and automatic bug fixing.

• YouTube
• 56 minutes
• On-Demand
• Conference Talk

Steve Brunton

Python Symbolic Regression - Physics Informed Machine Learning

Explore Python Symbolic Regression for physics-informed machine learning. Learn algorithm basics, historical context, and PySR tool benefits for discovering interpretable mathematical models from data.

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

Inside Livermore Lab

Physics Informed Machine Learning through Symbolic Regression

Explore symbolic regression for identifying PDE models from scarce, noisy data. Compare with Physics-Informed Neural Networks and discuss applications in fault detection and system health prognostics.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Computational Genomics Summer Institute CGSI

Automated Quantitative Trait Locus Analysis - CGSI 2023

Explore automated quantitative trait locus analysis using machine learning. Learn about genetic architecture, feature engineering, and Pareto optimization for biodata mining and complex trait analysis.

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

Dave Churchill

Intro to Artificial Intelligence - Evolutionary Computing - Lecture 11

Explore evolutionary computing techniques for AI problem-solving, including genetic algorithms and their applications in optimization and game AI.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

ACM SIGPLAN

Data Types as a More Ergonomic Frontend for Grammar-Guided Genetic Programming

Explore a novel approach to Grammar-Guided Genetic Programming using data types as a frontend, offering improved ergonomics and expressive power while maintaining performance in various applications.

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

Institute for Pure & Applied Mathematics (IPAM)

Adversarial Intelligence in Natural and Artificial Systems

Explore the dynamics of adversarial intelligence through genetic programming and coevolutionary algorithms, focusing on designing competitive AI agents and simulating strategic rivalries.

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

Institute for Pure & Applied Mathematics (IPAM)

Abstraction and Evolution with Large Language Models

Explore how large language models enhance genetic programming through concept-guided evolution, with applications in symbolic regression and image classification demonstrated through practical examples.

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

North China Electric Power University

智能控制

智能控制，专家系统，模糊控制，神经网络，进化计算，遗传算法，遗传编程

• XuetangX
• On-Demand
• Free Online Course

Université de Strasbourg

Optimisation Stochastique Évolutionnaire

1 review

?Découvrir comment optimiser par évolution artificielle et algorithmes génétiques parallèles des problèmes difficiles et multicritères pour obtenir de manière régulière des résultats compétitifs avec l’intelligence humaine en ingénierie et sciences appli…

• France Université Numerique
• 8 weeks, 4 hours a week
• Finished
• Free Online Course