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GeneticProgramming in Python, with a scikit-learn inspired API
gplearn implements GeneticProgramming in Python, with a scikit-learn-inspired and compatible API. While GeneticProgramming (GP) can be used to perform a very wide variety of tasks, gplearn is purposefully constrained to solving symbolic regression problems. This is motivated by the scikit-learn ethos, of having powerful estimators that are straightforward to implement.
A Python Automated Machine Learning tool that optimizes ML
Consider TPOT your Data Science Assistant. TPOT is a Python Automated Machine Learning tool that optimizes machine learning pipelines using geneticprogramming. TPOT stands for Tree-based Pipeline Optimization Tool. Consider TPOT your Data Science Assistant. TPOT is a Python Automated Machine Learning tool that optimizes machine learning pipelines using geneticprogramming.
This application allow user to predict dissolution profile of solid dispersion systems based on algorithms like symbolic regression, deep neural networks, random forests or generalized boosted models. Those techniques can be combined to create expert system.
Application was created as a part of project K/DSC/004290 subsidy for young researchers from Polish Ministry of Higher Education.
A genetic algortihm engine that evolves blackjack basic strategy.
This project is a genetic algorithm engine able to be reused for other projects with minimal additional programming. The genetic algorithm engine currently plays many blackjack hands for the fitness function and produces a result similar to blackjack basic strategy. To see it in action, download the zip file and run either:
GABlackjack_Demo.exe (quick) or
GABlackjack_Long.exe (slow, but it achieves better results).
GS-GP is a free/open source C++ library that provides a robust and efficient implementation of geometric semantic genetic operators for GeneticProgramming.
pySTEP or Python Strongly Typed gEneticProgramming: A light GeneticProgramming API that allows the user to easily evolve populations of trees with precise grammatical and structural constraints.
A geneticprogramming library made in C#. A very easy library to use, The user can use this library in order to randomly generate and evolve programs. Current version 0.2
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EpochX is an open source geneticprogramming framework, specifically for analysing the properties of evolutionary automatic programming. It supports 3 popular representations - Strongly-Typed GP, Context-Free Grammar GP and Grammatical Evolution.
RobGP is a geneticprogramming system written from the ground up in C++. It's primary goals are efficiency, ease of use, and extensibility. It's distinguishing feature is that it has a modified version of Koza's architecture altering operations.
Procreator is a framework for geneticprogramming written in Haskell. Procreator generates fully typed programs. This will allow for more effective crossover and for better compilation of the generated programs.
Brainiac, Is C/C++ Libraries, Programs, And Python, And Lua Scripts For Neural Networking And GeneticProgramming, In An Attempt To Create A "Glue-It-All-Together" Project, Striving Towards General Artificial Intelligence