#25 · Primary category: Time Series Machine Learning

nupic-legacy

artificial-intelligence hierarchical-temporal-memory machine-intelligence neocortex

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.

Project last updated:12/03/24

GitHub Stars

6.3K

Forks

1.5K

Contributors

126

License

MIT

Why we included this project

Few projects make Hierarchical Temporal Memory approachable enough to try, and NuPIC is one of them. It implements Numenta's theory of neocortical learning as a time-based sequence model that keeps adapting online, which suits anomaly detection and next-value prediction on streaming feeds like sensor telemetry or server metrics. The catch: the codebase has sat in maintenance mode for years, still lists Python 2.7 as a dependency, and is not the current platform. Think of it as a research-grade reference for exploring a different neural-inspired paradigm, not something to build on today.

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