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.