Sharan Yalburgi

Add @boundscheck for MOInput and remove explicit definitions of length and iterate

5

Removing unneeded definitions and using `@boundscheck` macro based on discussion in https://github.com/JuliaGaussianProcesses/AbstractGPs.jl/pull/30

Make Zygote work for Wiener kernel

5

#116 I have defined `kernelmatrix` for wiener kernel. This avoid the "slow method" ~~but gives `NaN`s in the Zygote gradient~~.

https://travis-ci.com/github/JuliaGaussianProcesses/KernelFunctions.jl/jobs/382246276 I am not able to pin-point the issue as I do not use MacOS.

[WIP]Add a generic way to check kernel's input dimensions compatibility.

6

Related PR #111 Please find a generic way to deal with dimensions of inputs to kernels as @willtebbutt and @devmotion had suggested in #111 . I had to remove restrictions...

Related PR #70 Related Comment [link](https://github.com/JuliaGaussianProcesses/KernelFunctions.jl/pull/70#pullrequestreview-403751395) TODO: Implement efficient way to deal with multi dimensional input for the `NeuralNetworkKernel`.

Add missing kernels from GPML

8

GPML kernels: https://github.com/alshedivat/gpml/tree/master/cov

Not sure why this annoying warning pops up only with Flux and not other required packages like Stheno or PolyChaos. ```julia ┌ Warning: Error requiring `Flux` from `Surrogates` --   |...

Use non scalar method to compute logdet for cholesky and relax compat for PDMat

6

This enables the computation of `dtc` on GPU

The internal implementation of VFE/DTC are non-standard and need references to their derivations. Related literature: - VFE: M. K. Titsias. "Variational learning of inducing variables in sparse Gaussian processes". In:...