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SymetryML is a sophisticated and proprietary machine learning engine that produces immediate analysis, forecasts and predictions from static or streaming data of any size, enabling business processes and key stakeholders to benefit from real-time insights and intelligence.
Dramatically Reduce Time-to-Market
Privacy-Preserving Machine Learning
Eliminate Conventional ML Production & Streamline ML OPs
SymetryML introduces a unique & proven continuous machine learning platform that leverages proprietary online learning algorithms to usher in a new era of real-time capabilities. While suitable for any data, SymetryML uniquely handles streaming and massive (out-of-core) data very well, allowing models to not only predict, but learn in real-time.
This is accomplished through the use of a proprietary data structure (Proprietary Statistical Representation - PSR) that allows two notable features:
- A reduction in the memory footprint required to process and learn even the largest of data sets, enabling the creation of models in real time.
- The increment and decrement of data without the need to perform a complete re-scan, allowing near-instantaneous alteration of constructed models as data evolves or changes.