Microsoft’s loralib implements low rank adaptation for large language models.
NuPIC
NuPIC implements Hierarchical Temporal Memory, a model of intelligence based on neocortical theory.

About NuPIC
NuPIC is an open-source machine intelligence platform that implements Hierarchical Temporal Memory (HTM), described as a computational theory of the neocortex. Its core consists of time-based continuous learning algorithms that store and recall spatial and temporal patterns, and the repository states it is suited to anomaly detection and prediction of streaming data sources.
The repository (numenta/nupic-legacy) holds legacy HTM code and has been in maintenance mode since September 2023, with plans limited to minor releases for critical bugs and features supporting ongoing research. Installation requires Python 2.7 and a C++11 compiler; prebuilt binaries are listed for Linux x86 64-bit, OS X 10.9 and 10.10, and Windows 64-bit. Usage guides, quick starts and API documentation are available at nupic.docs.numenta.org.
Key features
- Implements HTM learning algorithms for spatial and temporal patterns
- Time-based continuous learning aimed at streaming data sources
- Targets anomaly detection and prediction tasks
- Prebuilt binaries for Linux 64-bit, OS X 10.9/10.10, Windows 64-bit
- Installs via pip, or from source with a developer option
- MIT-licensed repository with examples, docs and unit tests
- Open source under the MIT license
- Repository includes documentation, examples and a test suite
- Support channels listed: public forum, GitHub issues and community chat
- In maintenance mode since September 2023, with only minor releases for critical bugs and research needs
- Requires Python 2.7, a C++11 compiler, and several build dependencies
- Prebuilt binaries are limited to specific older OS versions
NuPIC at a glance
- Website
- github.com/numenta/nupic
- Category
- AI & Machine Learning › Models & ML Research
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Open source
- Yes · Source code
- Language
- English
- Last checked
- Oct 6, 2026 · Online when checked
- Listed
- Oct 5, 2026
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