Interactive lab

GP Posterior Explorer

Place noisy observations directly on the plot and watch the posterior mean and uncertainty band update in real time.

This page moves from prior beliefs to conditional inference. Add observations, change the kernel, and inspect how uncertainty behaves away from the training points.

The demo is intentionally small and one-dimensional so that the mechanics remain visible: kernel choice, data placement, and noise level all leave recognizable signatures in the posterior.

Concept: Conditioning, uncertainty shrinkage, and observation-noise effects in one-dimensional Gaussian-process regression.
1.10
0.80
1.80
0.00
0.12

Posterior mean and uncertainty

Click anywhere on the chart to add an observation. The band shows the central two-sigma interval.

Gaussian-process posterior plot with uncertainty band and observed points

Open to new collaborations

Looking for work that connects statistical rigor with practical systems.