NuPIC

Numenta 智能计算平台是分层时态记忆 (HTM) 的实现,这是一种严格基于新皮质神经科学的智能理论。「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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NuPIC

As of September 2023 this repository contains code from legacy Hierarchical Temporal Memory (HTM) Numenta projects that have been in maintenance mode for several years.

Numenta Platform for Intelligent Computing

The Numenta Platform for Intelligent Computing (NuPIC) is a machine intelligence platform that implements the HTM learning algorithms. HTM is a detailed computational theory of the neocortex. At the core of HTM are time-based continuous learning algorithms that store and recall spatial and temporal patterns. NuPIC is suited to a variety of problems, particularly anomaly detection and prediction of streaming data sources. For more information, see numenta.org or the NuPIC Forum.

For usage guides, quick starts, and API documentation, see http://nupic.docs.numenta.org/.

This project is in Maintenance Mode

We plan to do minor releases only, and limit changes in NuPIC and NuPIC Core to:

  • Fixing critical bugs.
  • Features needed to support ongoing research.

Installing NuPIC

NuPIC binaries are available for:

  • Linux x86 64bit
  • OS X 10.9
  • OS X 10.10
  • Windows 64bit

Dependencies

The following dependencies are required to install NuPIC on all operating systems.

Additional OS X requirements:

Install

Run the following to install NuPIC:

pip install nupic

Test

# From the root of the repo:
py.test tests/unit

Having problems?

  • You may need to use the --user flag for the commands above to install in a non-system location (depends on your environment). Alternatively, you can execute the pip commands with sudo (not recommended).
  • You may need to add the --use-wheel option if you have an older pip version (wheels are now the default binary package format for pip).

For any other installation issues, please see our search our forums (post questions there). You can report bugs at https://github.com/numenta/nupic/issues.

Live Community Chat: Gitter

Installing NuPIC From Source

To install from local source code, run from the repository root:

pip install .

Use the optional -e argument for a developer install.

If you want to build the dependent nupic.bindings from source, you should build and install from nupic.core prior to installing nupic (since a PyPI release will be installed if nupic.bindings isn't yet installed).

  • Build:
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  • To cite this codebase: DOI

Overview

Name With Ownernumenta/nupic-legacy
Primary LanguagePython
Program languageShell (Language Count: 8)
Platform
License:GNU Affero General Public License v3.0
Release Count70
Last Release Name1.0.5 (Posted on )
First Release Name0.0.1 (Posted on 2014-12-17 21:30:51)
Created At2013-04-05 23:14:27
Pushed At2023-09-01 15:42:16
Last Commit At2023-08-31 14:49:25
Stargazers Count6.3k
Watchers Count624
Fork Count1.6k
Commits Count6.6k
Has Issues Enabled
Issues Count1791
Issue Open Count453
Pull Requests Count1440
Pull Requests Open Count11
Pull Requests Close Count660
Has Wiki Enabled
Is Archived
Is Fork
Is Locked
Is Mirror
Is Private
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