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EM algorithm for GMM (gaussian mixture model)

Tensorflow implementation of EM-algorithm for GMM.

Figure 9.8a Figure 9.8b Figure 9.8c
Figure 9.8d Figure 9.8e Figure 9.8f

This implementation contains both EM-algorithm and Gradient descent algorithm.

Prerequisites

Usage

To use EM-algorithm

$ python main.py 

To use gradient descent

$ python main.py --use_GD True

Results

result1 result2 result3 result4 board1 board2

Author

Kyowoon Lee / @leekwoon

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  • Python 100.0%