Drift Detection Demonstrator

An Interactive Learning Experience

Welcome to our interactive demonstration of concept drift in machine learning. This educational tool helps you understand how models can struggle when the underlying data distribution changes over time.

Why does an AI fail at telling dogs from cats?

AI Learning

Even after perfect training, changing data patterns can break AI systems

This challenge affects real AI systems

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Marine Event Detection Detecting algal blooms in changing waters
Marine Events
Learn

See how AI researchers solve this challenge

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Interactive Learning Demo

Watch how a model learns and struggles with changing data styles

Scroll to try it yourself
ML Model (Toddler)
Toddler
Ready to guess with real style!
Drift Detector (Parent)
Parent
I'm monitoring the toddler guessing cats and dogs...
Select filters to show images to guess
✓ = already learned

Prediction Summary

Correct 0
Wrong 0
Accuracy 0%
Based on last 10 samples

Real-World Applications

Where concept drift matters in practice

Research

Explore our published research on concept drift detection