A genetic algorithm written in Python for educational purposes.

Overview

Genea: A Genetic Algorithm in Python

Genea is a Genetic Algorithm written in Python, for educational purposes.

I started writing it for fun, while learning more about how genetic algorithms work.

Given a list of genes and a fitness function, the algorithm starts from a random population and evolves it, generation after generation, until it has converged to a (hopefully) good solution.

In the example below (default values in the source code), I'm using the English alphabet as list of genes and I'm using a fitness function that is inversely proportional to the hamming distance between an individual chromosome (a string of genes) and my name "Domenico De Felice".

In other words, the genetic algorithm starts from a pool of random strings, and make them converge towards my name.

The source code is well documented.

Play with it and have fun!

Demo

Owner
Dom De Felice
Dom De Felice
🧬 Training the car to do self-parking using a genetic algorithm

🧬 Training the car to do self-parking using a genetic algorithm

Oleksii Trekhleb 652 Jan 03, 2023
iAWE is a wonderful dataset for those of us who work on Non-Intrusive Load Monitoring (NILM) algorithms.

iAWE is a wonderful dataset for those of us who work on Non-Intrusive Load Monitoring (NILM) algorithms. You can find its main page and description via this link. If you are familiar with NILM-TK API

Mozaffar Etezadifar 3 Mar 19, 2022
RRT algorithm and its optimization

RRT-Algorithm-Visualisation This is a project that aims to develop upon the RRT

Sarannya Bhattacharya 7 Mar 06, 2022
Implementation of an ordered dithering algorithm used in computer graphics

Ordered Dithering Project In this project, we use an ordered dithering method to turn an RGB image, first to a gray scale image and then, turn the gra

1 Oct 26, 2021
A litle algorithm that i made for transform a picture in a spreadsheet.

PicsToSheets How it works? It is an algorithm designed to transform an image into a spreadsheet file. this converts image pixels to color cells of she

Guilherme de Oliveira 1 Nov 12, 2021
This is a demo for AAD algorithm.

Asynchronous-Anisotropic-Diffusion-Algorithm This is a demo for AAD algorithm. The subroutine of the anisotropic diffusion algorithm is modified from

3 Mar 21, 2022
It is a platform that implements some path planning algorithms.

PathPlanningAlgorithms It is a platform that implements some path planning algorithms. Main dependence: python3.7, opencv4.1.1.26 (for image show) Tip

5 Feb 24, 2022
A genetic algorithm written in Python for educational purposes.

Genea: A Genetic Algorithm in Python Genea is a Genetic Algorithm written in Python, for educational purposes. I started writing it for fun, while lea

Dom De Felice 20 Jul 06, 2022
Path finding algorithm visualizer with python

path-finding-algorithm-visualizer ~ click on the grid to place the starting block and then click elsewhere to add the end block ~ click again to place

izumi 1 Oct 31, 2021
Implementation of Apriori Algorithm for Association Analysis

Implementation of Apriori Algorithm for Association Analysis

3 Nov 14, 2021
This project is an implementation of a simple K-means algorithm

Simple-Kmeans-Clustering-Algorithm Abstract K-means is a centroid-based algorithm, or a distance-based algorithm, where we calculate the distances to

Saman Khamesian 7 Aug 09, 2022
Algorithmic trading backtest and optimization examples using order book imbalances. (bitcoin, cryptocurrency, bitmex)

Algorithmic trading backtest and optimization examples using order book imbalances. (bitcoin, cryptocurrency, bitmex)

172 Dec 21, 2022
Nature-inspired algorithms are a very popular tool for solving optimization problems.

Nature-inspired algorithms are a very popular tool for solving optimization problems. Numerous variants of nature-inspired algorithms have been develo

NiaOrg 215 Dec 28, 2022
marching Squares algorithm in python with clean code.

Marching Squares marching Squares algorithm in python with clean code. Tools Python 3 EasyDraw Creators Mohammad Dori Run the Code Installation Requir

Mohammad Dori 3 Jul 15, 2022
A library for benchmarking, developing and deploying deep learning anomaly detection algorithms

A library for benchmarking, developing and deploying deep learning anomaly detection algorithms Key Features • Getting Started • Docs • License Introd

OpenVINO Toolkit 1.5k Jan 04, 2023
Exact algorithm for computing two-sided statistical tolerance intervals under a normal distribution assumption using Python.

norm-tol-int Exact algorithm for computing two-sided statistical tolerance intervals under a normal distribution assumption using Python. Methods The

Jed Ludlow 1 Jan 06, 2022
PathPlanning - Common used path planning algorithms with animations.

Overview This repository implements some common path planning algorithms used in robotics, including Search-based algorithms and Sampling-based algori

Huiming Zhou 5.1k Jan 08, 2023
A custom prime algorithm, implementation, and performance code & review

Colander A custom prime algorithm, implementation, and performance code & review Pseudocode Algorithm 1. given a number of primes to find, the followi

Finn Lancaster 3 Dec 17, 2021
Path tracing obj - (taichi course final project) a path tracing renderer that can import and render obj files

Path tracing obj - (taichi course final project) a path tracing renderer that can import and render obj files

5 Sep 10, 2022