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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.
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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.
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.
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