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Deep kernel learning example: add mini-batching

Open st-- opened this issue 3 years ago • 4 comments

This should prevent the overfitting issue, as discussed by Ober et al.

st-- avatar Mar 28 '22 13:03 st--

Are we able to do that in this repo? We'd need a pseudo-point approximation that permits minibatching in order to do that, so probably we'd have to do it in ApproximateGPs.

willtebbutt avatar Mar 28 '22 13:03 willtebbutt

Ah good point :|

st-- avatar Mar 28 '22 14:03 st--

Maybe an alternative would be just to show train/test curves to demonstrate that you need to do something.

st-- avatar Mar 28 '22 14:03 st--

Makes sense to me 🤷

willtebbutt avatar Mar 28 '22 14:03 willtebbutt