#geneticalgorithms
Barry Stahl presents 'Solutions That Evolve: Building Self-Improving Systems with Genetic Algorithms' at Nebraska.Code() this July.

nebraskacode.amegala.com

#GeneticAlgorithms #ResourceAllocation #NetworkDesign #TechConf #AutomatedTesting #SoftwareDevelopment #SoftwareEngineering #SiliconPrairie
May 20, 2026 at 4:10 PM
April 6, 2026 at 1:44 PM
Trying out the latest ChatGPT image generator.

Prompt:

An infographic of genetic algorithms

#chatgpt #openai #geneticalgorithms
March 29, 2025 at 3:43 PM
Barry Stahl has a full-day workshop 'Amazing Algorithms for Solving Problems in Software' July 22nd at Nebraska.Code().

nebraskacode.amegala.com

#TechWorkshop #Algortithms #Firefly #AntColony #GeneticAlgorithms #DynamicProgramming #SoftwareCraftsmanship #ArtificialIntelligence #SiliconPrairie
June 5, 2026 at 6:13 PM
Barry Stahl has a Full-Day Workshop at Nebraska.Code() July 22nd.

Check out 'Amazing Algorithms for Solving Problems in Software - Workshop' here: nebraskacode.amegala.com

#DynamicProgramming #GeneticAlgorithms #Firefly #AntColony #Tech #SoftwareCraftsmanship #ArtificialIntelligence #TechWorkshop
April 22, 2026 at 1:35 PM
🧬 New blog series!
Evolve Your C# Code with AI starts June 2.

Learn how to build Genetic Algorithms in C# over 5 weeks — practical, testable, and powerful.

woodruff.dev/evolve-your-...

#GeneticAlgorithms #CSharp #DotNet #AI #CodeSmarter #EvolutionaryComputing
Evolve Your C# Code with AI: A 5-Week Genetic Algorithms Bootcamp for Developers - Chris Woody Woodruff
What if your code could evolve like life itself—adapting, optimizing, and learning over time? Welcome to the AI-inspired world of Genetic Algorithms, where we blend evolution with code to solve comple...
woodruff.dev
May 24, 2025 at 2:38 PM
As the Google Summer of Code 2025 comes to a close, our students write about their work, challenges and solutions.

Shreyas Ranganathatalks about his "Genetic Algorithm for Ship Route Optimization"
blog.52north.org/2025/09/29/g...

#routeoptimization #geneticalgorithms #GSoC2025
September 29, 2025 at 12:47 PM
🧬 Day 1 of my Genetic Algorithms Bootcamp for C# devs is live!

Why should you care about evolution in your code? Because survival of the fittest isn't just for biology.

www.woodruff.dev/day-1-the-su...

#CSharp #GeneticAlgorithms #DotNet #AI #DevLife
Day 1: The Survival of the Fittest Code: Why Learn Genetic Algorithms in C#? - Chris Woody Woodruff
What if you could write code that evolves? Not just code that runs, but code that iteratively improves its own solutions to complex problems without requiring you to handcraft every edge case. That’s ...
www.woodruff.dev
June 3, 2025 at 11:57 AM
🧬 Day 5 of the Genetic Algorithms Bootcamp for C# devs is live!

Today, we’re building fitness functions.

Teach your code how to evaluate solutions and evolve the best ones.

www.woodruff.dev/day-5-natura...

#CSharp #GeneticAlgorithms #DotNet #AI
Day 5: Natural Selection in Software: Implementing Fitness Functions - Chris Woody Woodruff
In the natural world, organisms survive and reproduce based on their ability to adapt to their environment. This principle of natural selection is central to the effectiveness of genetic algorithms. I...
www.woodruff.dev
June 7, 2025 at 2:17 PM
🧬 Day 33 of the Genetic Algorithms Bootcamp is live!

Case study: using GAs to optimize hyperparameters in a neural network.
Let evolution find better configs for smarter models.

www.woodruff.dev/day-33-case-...

#CSharp #GeneticAlgorithms #DotNet #AI #MachineLearning
Day 33: Case Study: Using a Genetic Algorithms to Optimize Hyperparameters in a Neural Network - Chris Woody Woodruff | Fractional Architect
Tuning hyperparameters for machine learning models like neural networks can be tedious and time-consuming. Traditional grid search or random search lacks efficiency in high-dimensional or non-linear s...
www.woodruff.dev
September 16, 2025 at 12:20 PM
Grey Lovelace, Whitney Lovelace, Spencer Schneidenbach & Barry Stahl present on Artificial Intelligence this July at Nebraska.Code().

www.nebraska-code.com

#DataStrategy #AI #GeneticAlgorithms #LLMs #SourceAllies #Nebraska #DevConference #ArtificialIntelligence #TechnologyTrends #DevCommunity
June 19, 2026 at 6:44 PM
Genetic algorithms uncover solutions that brute force would miss, improving everything from shipping logistics to portfolio optimization.

Get Genetic Algorithms in Elixir by Sean Moriarity at pragprog.com/titles/...
#elixir #geneticalgorithms #functionalprogramming
October 2, 2025 at 3:36 PM
Let your solutions evolve.

🧬 Genetic algorithms:
✔️ Learn from outcomes
✔️ Improve over time
✔️ Solve complex problems

Barry Stahl presents a powerful approach to optimization at Nebraska.Code()

nebraskacode.amegala.com

#AI #GeneticAlgorithms
May 8, 2026 at 12:38 PM
Isaac Levin, Barry Stahl, Joseph Guadagno & Cory House have full-day Workshops at Nebraska.Code() July 22nd.

nebraskacode.amegala.com

#ASPNETCore #EntityFramework #RESTful #Blazor #FrontEnd #Cloud #Microsoft #Nebraska #AI #GeneticAlgorithms #Software #NET #Editor #TechWorkshop #TechConference
June 19, 2026 at 2:11 PM
🧬 Day 3 of the Genetic Algorithms Bootcamp for C# devs is live!

Today we’re mapping chromosomes, genes, and DNA… in code

Learn how evolution’s building blocks shape your app’s logic.

www.woodruff.dev/day-3-unders...

#CSharp #GeneticAlgorithms #DotNet #AI
Day 3: Understanding Chromosomes, Genes, and DNA in Code - Chris Woody Woodruff
At the heart of every genetic algorithm lies the concept of evolution, and at the heart of evolution lies DNA. For software developers, the equivalent building blocks are chromosomes and genes. If we ...
www.woodruff.dev
June 5, 2025 at 1:41 PM
🧬 Day 2 of my Genetic Algorithms Bootcamp for C# devs is live!

Today we’re breaking down the core concepts: chromosomes, genes, populations, and more. Code that evolves? Yes please.

www.woodruff.dev/day-2-evolut...

#CSharp #GeneticAlgorithms #DotNet #AI
Day 2: Evolution in Code: The Core Concepts - Chris Woody Woodruff
At their core, genetic algorithms are built on five foundational principles that closely resemble biological evolution: 1. Genes and Chromosomes […]
www.woodruff.dev
June 4, 2025 at 1:50 PM
🧬 Day 15 of the Genetic Algorithms Bootcamp is live!

Today, we’re designing smarter fitness functions.

Shape the problem right, and your GA will evolve like a champ.

www.woodruff.dev/day-15-fitne...

#CSharp #GeneticAlgorithms #DotNet #AI
Day 15: Fitness by Design: How to Shape the Problem to Match Evolution - Chris Woody Woodruff
In genetic algorithms, the fitness function is not just a scoring system—it is the definition of success. Your entire evolutionary process hinges on how well the fitness function communicates what "be...
www.woodruff.dev
July 28, 2025 at 12:10 PM
🧬 Day 20 of the Genetic Algorithms Bootcamp is live!

Today, we’re penalizing bad solutions.

Learn how to handle constraints in your fitness function and guide your GA the right way.

www.woodruff.dev/day-20-const...

#CSharp #GeneticAlgorithms #DotNet #AI
Day 20: Constraint Handling in Fitness Functions: Penalizing Bad Solutions - Chris Woody Woodruff
Genetic algorithms are powerful optimization tools, but real-world problems often involve constraints that cannot be ignored. In scheduling, routing, resource allocation, and layout optimization, cons...
www.woodruff.dev
August 5, 2025 at 3:34 PM
🧬 Day 12 of the Genetic Algorithms Bootcamp is live!

Today’s topic: Elitism

Keep your best solutions safe and evolving strong.
Survival of the fittest, in C#

www.woodruff.dev/day-12-genet...

#CSharp #GeneticAlgorithms #DotNet #AI
Day 12: Genetic Algorithms' Elitism for Evolution Survival of the Fittest - Chris Woody Woodruff
Natural selection favors the survival of the fittest, but evolution in the wild is not always efficient. In genetic algorithms, we can bias the process toward faster convergence by deliberately preser...
www.woodruff.dev
June 26, 2025 at 11:42 AM
Is the evolution metaphor still necessary or even useful for genetic programming? link.springer.com/article/10.1... #artificialintelligence #geneticprogramming #geneticalgorithms
Is the evolution metaphor still necessary or even useful for genetic programming? - Genetic Programm...
link.springer.com
November 22, 2023 at 4:12 PM
🧬 Day 14 is here and marks the end of Week 2!

Let’s have some fun: evolving a C# Genetic Algorithm to crack the "Hello World" puzzle.

It’s survival of the fittest… for strings!

Watch your code figure it out on its own.

www.woodruff.dev/day-14-evolv...

#CSharp #GeneticAlgorithms #DotNet #AI
Day 14: Evolving Text: Solving the "Hello World" Puzzle with a C# Genetic Algorithm - Chris Woody Woodruff
Now that you’ve built the complete set of genetic algorithm components, chromosomes, fitness functions, mutation, crossover, selection, and a configurable loop, it’s time to apply everything in a hand...
www.woodruff.dev
June 30, 2025 at 12:59 PM
One theory that gained a long line of applications is evolution, by Charles Darwin. In computer programming, we use it to solve problems. Given a problem, we create an algorithm that will evolve, and solve complex problems.
#geneticalgorithms #algorithms #evolution
medium.com/computationa...
Crossover in genetic algorithms can be as simple as linear combination
Learn to create a new individual from a population
medium.com
July 22, 2024 at 9:38 AM
🧬 Day 18 of the Genetic Algorithms Bootcamp is live!

Today, we’re visualizing the TSP evolution in .NET.

Watch your algorithm improve routes in real time!

www.woodruff.dev/day-18-mappi...

#CSharp #GeneticAlgorithms #DotNet #AI
Day 18: Mapping Cities: Visualizing TSP Evolution in .NET - Chris Woody Woodruff
One of the most effective ways to understand the progress of a genetic algorithm is to visualize its evolution. When solving the Traveling Salesperson Problem, a well-designed visualization can clearl...
www.woodruff.dev
July 31, 2025 at 12:31 PM