/PhaseOfMatter

Machine Learning Phase of matter

Primary LanguagePythonGNU General Public License v3.0GPL-3.0

Classification and Analysis of phase of matter by machine learning

My own version of codes

Features

  • Home-made Ising model calculation with Monte Carlo Simulation

  • Convolutional Neural Networks

Requirements

  • Numpy, Matplotlib
  • Keras, Tensorflow

How to use

  • Train and test model for detecting phase of matter

      cd phaseofmatter
  python trainmodel.py

References

[1]Carrasquilla J, Melko R G. Machine learning phases of matter[J]. Nature Physics, 2017.
[2]van Nieuwenburg E P L, Liu Y H, Huber S D. Learning phase transitions by confusion[J]. Nature Physics, 2017, 13(5): 435-439.