Online Machine Learning - from research to application
Limits of today’s AI architectures
Modern AI applications open up fascinating possibilities and deliver impressive levels of performance. However, today’s established AI technology cannot integrate new knowledge incrementally and without loss. As a result, training and production operation remain separated, while updates require compute-intensive retraining. With growing application complexity, resource requirements and costs increase disproportionately – an effect known as the curse of dimensionality.
Online Machine Learning: real-time adaptation
Online Machine Learning is a young field of AI research that removes the separation between training and operation. AI systems learn continuously during operation and integrate new knowledge incrementally. Resource requirements and operating costs decrease. Real-time adaptation becomes possible even in decentralized applications such as edge computing, robotics, and autonomous systems.
blueAIC: from research to application
blueAIC transfers the latest methods in Online Machine Learning from its own research into industrial-grade AI components for the adaptive products, processes, and applications of tomorrow. We combine algorithmic innovation with robust software development and application-oriented integration.
Research
We conduct research in Online Machine Learning and develop novel methods for clustering, anomaly detection, and approximation in data streams.
Development
We translate research results into robust Python frameworks for online-adaptive applications.
Integration
We realize AI-powered edge computing products and technical prototypes for deployment in the field.
Application
We support projects end to end – from feasibility analysis and training to coaching and go-live.
Research
We conduct research in Online Machine Learning and develop novel methods for clustering, anomaly detection, and approximation in data streams.
Development
We translate research results into robust Python frameworks for online-adaptive applications.
Integration
We realize AI-powered edge computing products and technical prototypes for deployment in the field.
Application
We support projects end to end – from feasibility analysis and training to coaching and go-live.
Our focus areas
The next generation of industrial AI learns online. Welcome to blueAIC.
Let's innovate.