interactive-gp-visualization
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To do list
To do
Minor touch-ups
- [ ] proper spacing/(re)sizing of Covariance/Line/Kernel plots
- [ ] fix relative size when the window is too small
- [ ] center/right-align labels in figures instead of manual pixel shifts
- [ ] adjust axis ticks when resizing
- [ ] Kernel plot: automatic scaling of the y axis?
- [ ] layout improvement: allowing the tweaking of parameters without scrolling up and down, without making it too busy?
- [ ] option for configuring speed of sample animation
More features
- [ ] add support for prior mean function (e.g. linear, quadratic, sine?)
- [ ] display (log) marginal likelihood
- [ ] include 2D visualisation of covariance function (contour plot) - see #8
Future thoughts
- [ ] walkthrough blogpost / interactive tour that guides through properties and how they make intuitive sense
- [ ] more complex kernels (DKL etc)?
- [ ] heteroskedastic (per data point) noise scale (how to do UI? e.g. click-and-pull when creating observations in main plot)
- [ ] optimize hyperparameters...