stream mining

Illustration in a Van-Gogh-inspired style showing a calm humanoid robot observing a flowing stream of data that transforms into adaptive decision trees. Swirling blue and yellow brushstrokes depict real-time data streams, changing graphs, and evolving tree structures, symbolizing Streaming Gradient Boosting and online learning under concept drift.

Streaming Gradient Boosting: Pushing Online Learning Beyond its Limits

04. February 2026

Streaming Gradient Boosting (SGB) brings gradient boosting to evolving data streams—adapting models to concept drift in real time with strong accuracy and efficiency across classification and regression tasks....

00 Blog Beitragsbild HEROS - Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)

BlogResearch

Green Online Learning with Heterogeneous Ensembles

29. January 2026

What if greener AI could also be more accurate? Discover how heterogeneous online ensembles like HEROS boost performance, cut resource costs, and adapt instantly to evolving data streams....