NuPic
An open-source implementation of Hierarchical Temporal Memory (HTM) for anomaly detection and prediction of streaming data.
What is NuPic?
NuPIC (Numenta Platform for Intelligent Computing) is an open-source machine intelligence platform that implements Hierarchical Temporal Memory (HTM) algorithms. It provides time-based continuous learning capabilities for storing and recalling spatial and temporal patterns in data streams. The platform is designed to solve problems involving anomaly detection and prediction of streaming data sources.
Data scientists and machine learning engineers working with streaming time-series data who need biologically-inspired approaches to pattern recognition and anomaly detection.
NuPIC offers a neuroscience-based alternative to traditional machine learning methods, with algorithms directly inspired by how the neocortex processes information. Its continuous learning capabilities make it particularly effective for real-time applications where data patterns evolve over time.
Overview
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.
Use Cases
Best For
- Detecting anomalies in real-time data streams from IoT sensors
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