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SOM.py: Vectorize the train() function #7

@Pibborn

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@Pibborn

Right now training a SOM is super slow. The way we do training is probably the main culprit. Lines 200-204 should be changed to allow for batches or whole-dataset training via matrix multiplication; therefore, the placeholders' dimensionality should also be changed to account for that.

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