Nathan Chiu / Automated Curve Fitting Tool

Automated Curve Fitting Tool

Undergraduate Research Project

Timeline: May 2025 – August 2025

H
Automated-Curve-Fitting-Tool

GitHub Repository • nathanchiu05


The use of AI in research laboratories has been transforming scientific research by automating complex tasks once limited to manual effort.

I built a TensorFlow-based neural network tool in Python for a materials lab that automates the curve fitting process of experimental stress-strain data. The model achieved 93% accuracy in recreating experimental stress-strain curves, providing reliable results for material characterization analysis.