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Numenta Platform for Intelligent Computing is an implementation of Hierarchical Temporal Memory (HTM), a theory of intelligence based strictly on the neuroscience of the neocortex.

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In this notebook, we should replace occurences of `dtype="int"` with `dtype="uint32`". https://github.com/numenta/nupic/blob/6924a904644bbb8cdba6ca7a62050cf8456614f8/examples/NuPIC%20Walkthrough.ipynb You can see we had some integer overflow issues in https://discourse.numenta.org/t/inconsistency-between-spatialpooler-in-nupic-and-nupic-bindings/1549/10?u=mrcslws Sometimes "int" is mapped to 32-bit, other...

type:cleanup
type:examples
priority:3
triage

Here's the current state of things: - Encoders output **a binary array**. - The SpatialPooler outputs **a binary array**. - The TemporalMemory receives **a list of active column indices**. -...

subject:algorithms
type:cleanup
priority:3
triage

The file spatial_pooler.py contains two helper classes, CorticalColumns and BinaryCorticalColumns. These names are incorrect as these should refer to mini columns. There are also numerous references to cortical columns in...

type:docs
type:cleanup
priority:4
triage

`column` should be `columnIndex` [See here](https://github.com/numenta/nupic/blob/master/src/nupic/research/spatial_pooler.py#L685)

type:bug
subject:algorithms
type:cleanup
priority:3
triage

See #683 for context.

type:cleanup
newbie
status:help wanted
subject:opf
priority:4
triage

`tieBreaker` is an array of random noise, used to "break" ties between columns with the same overlap when we need to sort them for inhibition/boosting. As @scottpurdy suggested in https://github.com/numenta/nupic.core/pull/629#discussion_r41069153...

subject:algorithms
type:cleanup
priority:4

There are a bunch of very confusing directories in `examples/opf/experiments` and `prediction/experiments`. They use old style OPF experiment running, are not well documented, and are pretty confusing. However some of...

type:cleanup
type:tests
type:examples
subject:opf

See https://github.com/numenta/nupic/blob/master/nupic/regions/SPRegion.py#L163 for an example. (Make sure the nupic.core is at least at this https://github.com/numenta/nupic.core/commit/6485cd327fbdcf3bb6d15260468ff5e1da5f9753)

type:bug
type:cleanup
newbie
priority:4