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JYNi16 authored Oct 4, 2024
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Discovering phase transition in 2DIsing model with unsupervised learning method

Requirements: scikit-learn, numpy, numba
Requirements: scikit-learn, numpy, numba and Python

Quick start:

1. python MC_sample.py to generate the datasets.

Datasets contain three parts: 20_L, 40_L and 80_L, in which "L" represent the size of 2D square Ising model.

For each part, we generate the datas in the range of temperature from 1 to 3.0.

For each temperature point, we generate 100 datas.
1. python MC_sample.py to generate the datasets, which includes two parts:
(1). 20_L, 40_L and 80_L, in which "L" represent the size of 2D square Ising model;
(2). For each part, we generate the datas in the range of temperature from 1 to 3.0, with each temperature containing 100 data points.

2. python sklearn_pca.py.
3. python sklearn_pca.py.

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