Dev tools · alternatives · 2026

24 alternatives to My Python Notebook Driven Book on Evolutionary Algorithms

Evolutionary Algorithms (EAs) are a fascinating class of algorithms for meta-heuristic optimisation. Perhaps the most difficult question to answer is where do we start? There is so much to cover, and many potential starting points.

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. My Python Notebook Driven Book on Evolutionary Algorithms launched in 2020; newer entries below may have overtaken it.

1. 1
   I Wrote a Book on Evolutionary Algorithms with Python Notebooks▲13

   Evolutionary Algorithms (EAs) are a fascinating class of algorithms for meta-heuristic optimisation. Perhaps the most difficult question to answer is where do we start? There is so much to cover, and many potential starting points.

   2020 · datacrayon.com · its alternatives →

2. 2MB
   My Book on Evolutionary Algorithms, Written in Python Notebooks▲63

   Beautiful Data Science

   2020 · shahinrostami.com · its alternatives →

3. 3AG
   A Genetic Algorithm I wrote in JavaScript to evolve "Hello World"▲109

   2010 · puremango.co.uk · its alternatives →

4. 4LE
   Learn Evolutionary Algorithms with Python Notebooks▲11

   2020 · store.shahinrostami.com · its alternatives →

5. 5
   My self-pub book on Evolutionary Algorithms with Python (inc. sample)▲13

   A practical book on Evolutionary Algorithms that teaches you the concepts and how they’re implemented in practice.

   2021 · datacrayon.com · its alternatives →

6. 6
   A Genetic Algorithm library written in JavaScript▲48

   Genetic algorithm library written in JavaScript. Contribute to lodenrogue/genetic-algorithm-js development by creating an account on GitHub.

   2020 · github.com · its alternatives →

7. 7
   Space invaders, but the invaders evolve with genetic algorithm▲253

   Space invaders, but the invaders evolve with genetic algorithm - victorqribeiro/invaderz

   2018 · github.com · its alternatives →

8. 8
   Space Invaders but the invaders evolve with genetic algorithm▲155

   Space invaders, but the invaders evolve with genetic algorithm - victorqribeiro/invaderz

   2019 · github.com · its alternatives →

9. 9
   Evogage Beta▲84

   Automated conversion rate optimisation using AI

   2023 · its alternatives →

10. 10
    Language Evolution Simulation▲159

    2016 · github.com · its alternatives →

11. 11
    Alpha Darwin▲12

    AI-Powered Portfolio Optimization with Genetic Algorithms

    2025 · its alternatives →

12. 12
    Evolving Agents Framework▲139

    Hey HN, I've been working on an open-source framework for creating AI agents that evolve, communicate, and collaborate to solve complex tasks. The Evolving Agents Framework allows agents to: Reuse, evolve, or create new agents dynamically based on semantic similarity Communicate and delegate tasks to other specialized agents Continuously improve by learning from past executions Define workflows in YAML, making it easy to orchestrate agent interactions Search for relevant tools and agents using OpenAI embeddings Support multiple AI frameworks (BeeAI, etc.) Current Status & Roadmap This is…

    2025 · github.com · its alternatives →

13. 13
    Genetic Algorithm Cars▲77

    Breed cars and make them evolve with natural selection.

    2015 · rednuht.org · its alternatives →

14. 14GB
    Genetic Boids Web Simulation▲158

    2025 · attentionmech.github.io · its alternatives →

15. 15
    Evolving fractals with genetic algorithms▲42

    Random fractal or the secret behind my tree. Contribute to victorqribeiro/randomFractal development by creating an account on GitHub.

    2020 · github.com · its alternatives →

16. 16
    Evolving Corals with Neuroevolution and Novelty Search▲64

    A research project simulating the evolution of virtual corals - 2018.

    2018 · joelsimon.net · its alternatives →

17. 17
    A beetle generator made by machine-learning zoological illustrations▲308

    breeding bugs in the latent space

    2020 · cunicode.com · its alternatives →

18. 18GA
    Generative art with ant colony optimization algorithms▲87

    2020 · amydyer.art · its alternatives →

19. 19
    Introduction to Algorithms▲92

    Broad span of algorithms, covered in clear depth

    2015 · amazon.com · its alternatives →

20. 20DA
    Darwin – Automate Your GitHub Project with AI▲72

    Hey HN! I've been working on a project called Darwin that I'm thrilled to share with you. Darwin is essentially your GitHub agent powered by large language models (LLMs). It checks out your projects, understands them through natural language prompts, and automates tasks such as fixing issues, documenting code, reviewing pull requests, and more. What drove me to create Darwin was a desire to harness the power of LLMs in a way that's seamlessly integrated with the tools I use daily. The motivation came from my curiosity about what could be possible when writing code that understands code.…

    2024 · darwin-ai.dev · its alternatives →

21. 21
    Cracking passwords with a simple genetic algorithm▲149

    Population based metaheuristic for password cracking. Siga(Simple genetic algorithm) - lyle-nel/siga

    2016 · github.com · its alternatives →

22. 22
    Darwin▲133

    Uber-minimal active learning tool for you and your friends.

    2017 · its alternatives →

23. 23AN
    A new A.I. Algorithm for Polygonal Mesh Mazes▲101

    2012 · petercottle.com · its alternatives →

24. 24
    Evolly▲82

    Framework that helps AI researchers design better models

    2023 · github.com · its alternatives →

Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →