Evolutionary Algorithms Courses and Certifications

Association for Computing Machinery (ACM)

Advanced Tutorials - Runtime Analysis of Population-Based Evolutionary Algorithms

Explore advanced techniques for runtime analysis of population-based evolutionary algorithms, covering selection mechanisms, random family trees, and level-based analyses to optimize algorithm performance.

• YouTube
• 2 hours 13 minutes
• On-Demand
• Free Video

Yannic Kilcher

Promptbreeder- Self-Referential Self-Improvement Via Prompt Evolution

Explore Promptbreeder, an evolutionary system for automated prompt engineering. Learn how it self-improves to generate optimal prompts for various tasks, outperforming traditional strategies in reasoning and classification.

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

Center for Language & Speech Processing(CLSP), JHU

Evolutionary Machine Learning in Engineering Design - Day 4 Morning

Explore evolutionary machine learning techniques for automated design of circuits, neural networks, and antennas, combining AI with evolutionary computing for unique engineering solutions.

• YouTube
• 2 hours 40 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

AutoML Seminars

ShinkaEvolve - Towards Open-Ended and Sample-Efficient Program Evolution

Discover how ShinkaEvolve leverages LLMs for efficient program evolution, achieving breakthrough results in scientific discovery with novel sampling techniques and bandit-based ensemble strategies.

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

Dave Churchill

Introduction to Artificial Intelligence - Evolutionary Computing - Lecture 14

Explore evolutionary computing principles, genetic algorithms, and population-based optimization techniques inspired by Darwinian evolution for AI problem-solving.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Eclipse Foundation

Overcoming Data Scarcity in Calibrating SUMO Scenarios with Evolutionary Algorithms

Discover a methodology for calibrating SUMO traffic simulations with limited observational data using evolutionary algorithms, demonstrated through the Mannheim SUMO Traffic Model case study and CMA-ES optimization.

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

AutoML Seminars

A LLM Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

Discover how LLMs can automatically generate and evolve Bayesian optimization algorithms through evolutionary computation, creating competitive optimizers across various problem spaces.

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

Optimization with Python: Solve Operations Research Problems

1948 ratings at Udemy

Solve optimization problems with CPLEX, Gurobi, Pyomo... using linear programming, nonlinear, evolutionary algorithms...

• Udemy
• 12 hours 47 minutes
• On-Demand
• Paid Course

AI for Design and Optimization

71 ratings at Coursera

Master AI-driven design techniques and optimization algorithms to revolutionize creative problem-solving, from generative design principles to advanced computational methods for enhanced efficiency and innovation.

• Coursera
• 10 hours 13 minutes
• On-Demand
• Paid Course

Genetic Algorithms in Python and MATLAB

592 ratings at Udemy

Hands-on implementation of Binary and Real-Coded Genetic Algorithms in Python and MATLAB, covering theory and practical applications in optimization and computational intelligence.

• Udemy
• 4 hours 12 minutes
• On-Demand
• Free Online 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
• On-Demand
• Free Video

SXSW

Emerging Tech Trends for 2020

Futurist Amy Webb explores crucial tech trends for 2020, including AI algorithms, synthetic media, and their implications. Scenarios for 2035 range from dystopian to optimistic futures.

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

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
• On-Demand
• Free Video

Tokens and Complex Systems - Part 1

Explore complex systems, tokenized ecosystems, and AI DAOs. Learn how blockchains function as life forms and democratize AI access. Discover evolutionary algorithms in token design and agent-based systems for simulation.

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