mojivalipour/symbolicgpt
Symbolic regression is the task of identifying a mathematical expression that best fits a provided dataset of input and output values. In this work, we present SymbolicGPT, a novel transformer-based language model for symbolic regression.
This project helps scientists, engineers, and data analysts discover the underlying mathematical equations that best describe a given dataset. You provide a set of input and output values, and it generates a mathematical expression that fits the data. This tool is designed for anyone needing to model complex relationships in their data with interpretable equations.
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Use this if you need to find an accurate and interpretable mathematical formula to explain the relationship between variables in your experimental or observational data.
Not ideal if you're looking for a simple regression model or don't require an explicit, human-readable mathematical equation.
Stars
57
Forks
16
Language
Python
License
MIT
Category
Last pushed
Nov 19, 2021
Commits (30d)
0
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