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A port of NuPIC to JavaScript

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function call difference related to js update. changed to fs.()

This class needs to be ported and integrated.

If you change the number of steps to observe to 10000 (to see the convergence), it crashes the computer on a Retina MacBook Pro 2012 (8-core I7 8Mb memory running...

Scott removed the initialize method from the python impl. We should be able to get away without it in the js as well.

The duty cycle and boosting logic are not yet implemented these should be ported from the python spatial pooler implementation.

The local inhibition path is not implemented. This should be ported from the python spatial pooler implementation.