AI Physics Course Final Project - Spring 2025, Fudan University

Metal vs. Insulator Classification Using Machine Learning Models

This repository contains the final project for the AI Physics course at Fudan University (Spring 2025 semester). The project focuses on classifying materials as metals or insulators using several machine learning models trained on data downloaded from the Materials Project database.

Model include:

• Multi-layer Perceptron (MLP)
• Graph Neural Network (GNN)
• Support Vector Machine (SVM)
• Symbolic Regression

Data Source:

All material data was obtained from the Materials Project database.