Debye Temperature ML Author: Adam D. Smith Institution: Department of Physics, University of Alabama at Birmingham Paper now available as a preprint: https://arxiv.org/pdf/2305.12977.pdf Dependencies: Python>=3.7, Python packages: Matminer, Pandas, XGboost Predict the Debye Temperature of many compounds in 2 easy steps: 1. Edit the Test.csv file with Excel or similar spreadsheet software with the compounds you want to predict and their lattice type. 2. Run the Debye_ML.py script with: python3 Debye_ML.py This will return a Test_out.csv file with machine learned predictions for the Debye temperature of the compounds specified in the Test.csv file.