This repository

I made this repository to create a special container with lots of python tools to develop programs with Evolutionary Algorithms and Machine Learning.

Install and run

$ docker build -t ga github.com/h3dema/evolutionary-container.git
$ docker run -u ga -it ga

Genetic Algorithms

This container has two Genetic Algorithms packages -- pyevolve and Deep.

pyevolve

If you want more information about Pyevolve, go to the documentation on pyevolve site.

Deap

DEAP is an evolutionary computation framework for rapid prototyping and testing. It seeks to make algorithms explicit and data structures transparent. It works in perfect harmony with parallelization mechanism such as multiprocessing and SCOOP.

See more on deap site.

More about GA

There is a lot of good material on the internet.

A Field Guide to Genetic Programming -- An e-book, freely downloadable under a Creative Commons license. Written in 2008.
A Genetic Algorithm Tutorial by Darrell Whitley Computer Science Department Colorado State University
Evolutionary algorithms and Genetic Algorithms by Massimiliano Patacchiola
Introduction to Genetic Algorithms -- provides an introduction of GA by Marek Obitko. There is a version in portuguese in Introdução aos Algoritmos Genéticos
The Hitch-Hiker's Guide to Evolutionary Computation
[Wikipedia: Genetic algorithm}(https://en.wikipedia.org/wiki/Genetic_algorithm)
Algoritmos genéticos (AG's) - notas de aula