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phaseofmatter's Introduction

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.

phaseofmatter's People

Contributors

longyangking avatar

Stargazers

BH3GEI avatar Yufeng Mao(茅宇峰) avatar yinpub avatar avatar Sam Foreman avatar Jian-Gang Kong avatar Icespellcaster avatar Kuo Ting-Kai avatar avatar Nathan Shammah avatar Andrey Anokhin avatar

Watchers

avatar James Cloos avatar

Forkers

ww1g11 jianglinghan parag16118 imhshen neuerliu mmaleki92

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