Musical Novelty Search: Evolutionary Algorithms + Ableton Live
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Updated
May 29, 2017 - Python
Musical Novelty Search: Evolutionary Algorithms + Ableton Live
Python implementation of the genetic algorithm MAP-Elites with applications in constrained optimization
This project provides GOLang implementation of Neuro-Evolution of Augmenting Topologies (NEAT) with Novelty Search optimization aimed to solve deceptive tasks with strong local optima
GAGA is a fast, header only, multi-objective, and distributed evolutionary algorithm library written in modern C++. It is designed to be easily usable with various genotype representations and allows the user to enable or disable several features such as novelty search or speciation. It also produces and exports various customizable statistics.
A (fairly modular and easily expandable) novelty search implementation for gym-based environments
An implementation and evaluation of biologically inspired techniques in game level generation. Honours project for the Games Development course.
A universal supervisor controller and ER suite for Webots that can be adapted to any wheeled robot morphology with ease. The project is also setup to allow for easy Reinforcement Learning experimentation with some select algorithms (CMA-ES, Novlty Search, MAP-Elites) and neural networks (fixed and recurrent).
Source of DeepIE3D: Training + Frontend + Backend = Everything
Project Investigating the Impact of a Complexity Cost on the Complexity of Robots Evolved Under two Different Selective Pressures
A variety of novelty search for agents evolving in grid worlds.
Python implementation of the NEAT neuroevolution algorithm
Rapid Reinforcement Learning
Evolutionary algorithms for promoter architecture design. A repository for my undergraduate thesis.
Novelty search discovers interesting seeds for the Game of Life.
A method to determine morphological novelty in a set of modular robots.
Code and associated data relating to Kowalski, MacGregor, Long, Bell, and Cronin, "Automated Library Generation and Serendipity Quantification enables Diverse Discovery in Coordination Chemistry", JACS, 2022
Diverse Instance Generator with Novelty and EAs
Diverse Instance Generator with Novelty and EAs
Genetic algorithm & Novelty search algorithm performance comparison tool
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