erp12/pyshgp
Push Genetic Programming in Python.
This tool helps researchers and practitioners automatically generate computer programs from examples, a process known as software synthesis. You provide input data and desired output, and it generates a functional program capable of transforming new inputs into the correct outputs. It's ideal for scientists or engineers who need to automate complex data manipulations or discover novel algorithms without manually writing code.
No commits in the last 6 months. Available on PyPI.
Use this if you need to automatically generate a program to solve a problem by showing examples, especially when traditional machine learning methods are not suitable because your data isn't easily converted to numbers or you need a Turing-complete program as an output.
Not ideal if you need a solution quickly and can't tolerate potentially long computation times, or if you are looking for simple data analysis and prediction where statistical or gradient-based machine learning models are more appropriate.
Stars
80
Forks
23
Language
Python
License
MIT
Category
Last pushed
Jun 15, 2023
Commits (30d)
0
Dependencies
4
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