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.

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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.

No commits in the last 6 months.

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.

mathematical-modeling scientific-discovery equation-discovery data-analysis empirical-modeling
Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 8 / 25
Maturity 16 / 25
Community 18 / 25

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Stars

57

Forks

16

Language

Python

License

MIT

Last pushed

Nov 19, 2021

Commits (30d)

0

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