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If anyone wants the GPU version, I have a working GPU version for python and C/C++ here. Additionally, I contributed a pycuda.GPUArray version to skcuda, under skcuda.linalg.PCA.
Everywhere you use the * operator, it is performing an element-wise matrix multiplication, not an actual matrix multiplication.
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