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JuliaGaussianProcesses

14 indexed repositories · View on GitHub

Stheno.jl
Probabilistic Programming with Gaussian processes in Julia

Julia · 341 stars
AbstractGPs.jl
Abstract types and methods for Gaussian Processes.

Julia · 287 stars
KernelFunctions.jl
Julia package for kernel functions for machine learning

Julia · 275 stars
TemporalGPs.jl
Fast inference for Gaussian processes in problems involving time. Partly built on results from https://proceedings.mlr.press/v161/tebbutt...

Julia · 122 stars
ParameterHandling.jl
Foundational tooling for handling collections of parameters in models

Julia · 74 stars
GPLikelihoods.jl
Provides likelihood functions for Gaussian Processes.

Julia · 44 stars
ApproximateGPs.jl
Approximations for Gaussian processes: sparse variational inducing point approximations, Laplace approximation, ...

Julia · 37 stars
BayesianLinearRegressors.jl
Bayesian Linear Regression in Julia

Julia · 30 stars
AugmentedGPLikelihoods.jl
Provide all functions needed to work with augmented likelihoods (conditionally conjugate with Gaussians)

Julia · 22 stars
InducingPoints.jl
Package for different inducing points selection methods

Julia · 8 stars
LinearMixingModels.jl
http://proceedings.mlr.press/v119/bruinsma20a.html

Julia · 5 stars
RandomFourierFeatures.jl
[WIP] Random Fourier Feature approximations for KernelFunctions.jl

Julia · 3 stars
JuliaGPsDocs.jl
General setup to generate examples for the JuliaGP packages

Julia · 1 star
JuliaGaussianProcesses.github.io
Website for the JuliaGaussianProcesses organisation and its packages

HTML · 0 stars

Beginner friendly Everything

Open All

Documentation build is ~ 55 min Open

documentation

Difficulty 4/5 3-5 days Newbie friendliness 25/100

JuliaGaussianProcesses/AbstractGPs.jl#322 · 3 comments · Opened May 7, 2022
Implement new likelihoods Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGaussianProcesses/AugmentedGPLikelihoods.jl#88 · Opened May 4, 2022
Should LatentFiniteGP contain the noise? Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/AbstractGPs.jl#319 · Opened Apr 29, 2022
Update NegativBinomial parametrizations with more stable Distributions.jl backend Open

Difficulty 3/5 1-2 days Newbie friendliness 42/100

JuliaGaussianProcesses/GPLikelihoods.jl#85 · Opened Apr 28, 2022
`_prior_kl` not differentiable for `Centered` with `Zygote` Open

AD issue bug help wanted

Difficulty 4/5 3-5 days Newbie friendliness 25/100

JuliaGaussianProcesses/ApproximateGPs.jl#129 · 14 comments · Opened Apr 27, 2022
Unify `link/invlink` in the docs and code Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

JuliaGaussianProcesses/GPLikelihoods.jl#83 · Opened Apr 26, 2022
Tests for CategoricalLikelihood are breaking Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 25/100

JuliaGaussianProcesses/AugmentedGPLikelihoods.jl#82 · Opened Apr 25, 2022
VFE/DTC should be moved to ApproximateGPs.jl Open

Difficulty 4/5 3-5 days Newbie friendliness 20/100

JuliaGaussianProcesses/AbstractGPs.jl#318 · 4 comments · Opened Apr 19, 2022
Implement the Student-T Likelihood Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGaussianProcesses/GPLikelihoods.jl#79 · Opened Apr 14, 2022
Missing Likelihoods Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/GPLikelihoods.jl#78 · Opened Apr 14, 2022
MaternKernel AD Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

JuliaGaussianProcesses/KernelFunctions.jl#450 · 4 comments · Opened Apr 13, 2022
tests for failure cases Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

JuliaGaussianProcesses/JuliaGPsDocs.jl#11 · 1 reaction · Opened Apr 2, 2022
How to do hyperparameter tuning Open

Difficulty 3/5 1-2 days Newbie friendliness 48/100

JuliaGaussianProcesses/AugmentedGPLikelihoods.jl#76 · 7 comments · Opened Mar 31, 2022
Have the notebooks on a rolling run Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGaussianProcesses/JuliaGPsDocs.jl#3 · 2 comments · Opened Mar 31, 2022
examples project env must contain Literate.jl Open

Difficulty 3/5 1-2 days Newbie friendliness 38/100

JuliaGaussianProcesses/JuliaGPsDocs.jl#2 · 3 comments · Opened Mar 31, 2022
VFE/DTC's internal implementation needs a reference Open

good first issue

Difficulty 3/5 1-2 days Newbie friendliness 35/100

JuliaGaussianProcesses/AbstractGPs.jl#309 · Opened Mar 31, 2022
FiniteGP constructor to convert Diagonal(Fill(...)) to ScalMat. Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

JuliaGaussianProcesses/AbstractGPs.jl#307 · Opened Mar 31, 2022
LatentGP: rename to jitter and restrict to scalar Real Open

Difficulty 3/5 1-2 days Newbie friendliness 42/100

JuliaGaussianProcesses/AbstractGPs.jl#305 · Opened Mar 30, 2022
unify definitions of likelihood called on vector Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

JuliaGaussianProcesses/GPLikelihoods.jl#76 · Opened Mar 29, 2022
Deep kernel learning example: performance Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGaussianProcesses/AbstractGPs.jl#298 · 1 comment · Opened Mar 28, 2022
Deep kernel learning example: add mini-batching Open

good first issue

Difficulty 4/5 3-5 days Newbie friendliness 30/100

JuliaGaussianProcesses/AbstractGPs.jl#297 · 4 comments · 1 reaction · Opened Mar 28, 2022
`expected_loglikelihood` design Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGaussianProcesses/GPLikelihoods.jl#73 · Opened Mar 28, 2022
Add example with hyperparameter optimization and inducing points Open

documentation

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGaussianProcesses/AugmentedGPLikelihoods.jl#67 · Opened Mar 18, 2022
Improve show output for AbstractGPs objects Open

good first issue

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/AbstractGPs.jl#272 · 2 reactions · Opened Mar 14, 2022
Implement the AbstractGPs internal API Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGaussianProcesses/BayesianLinearRegressors.jl#35 · 3 comments · Opened Feb 26, 2022
Improve the documentation on the `NTDist` mechanics Open

documentation

Difficulty 4/5 3-5 days Newbie friendliness 25/100

JuliaGaussianProcesses/AugmentedGPLikelihoods.jl#47 · Opened Feb 18, 2022
Question: Scaled Poisson expectation Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGaussianProcesses/GPLikelihoods.jl#67 · 1 comment · Opened Feb 17, 2022
Replace `GPLikelihoods` with `ApproximateGPs` in navigation bar Open

Difficulty 2/5 1-3 hours Newbie friendliness 55/100

JuliaGaussianProcesses/JuliaGaussianProcesses.github.io#10 · 1 reaction · Opened Feb 3, 2022
Examples don't use correct version of ApproximateGPs Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

JuliaGaussianProcesses/ApproximateGPs.jl#105 · 3 comments · Opened Jan 29, 2022
Alternate parameterisation Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/RandomFourierFeatures.jl#13 · Opened Jan 29, 2022
State of GPU support Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/KernelFunctions.jl#431 · 3 comments · 2 reactions · Opened Jan 28, 2022
`NystromFact` need to be reparametrized Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/KernelFunctions.jl#428 · 1 comment · Opened Jan 27, 2022
Need to write more tests regarding differentiation (in examples maybe) Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

JuliaGaussianProcesses/AugmentedGPLikelihoods.jl#23 · Opened Jan 21, 2022
exporting AbstractGPs throughout Julia ecosystem Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGaussianProcesses/AbstractGPs.jl#261 · Opened Jan 20, 2022
Expectation Propagation Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/ApproximateGPs.jl#92 · Opened Jan 11, 2022
add SparseVariationalApproximation to c-comparisons example notebook Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

JuliaGaussianProcesses/ApproximateGPs.jl#91 · Opened Jan 11, 2022
Support for non-zero prior mean Open

help wanted missing tests

Difficulty 4/5 3-5 days Newbie friendliness 30/100

JuliaGaussianProcesses/ApproximateGPs.jl#89 · 1 comment · 2 reactions · Opened Jan 11, 2022
Move likelihoods from AugmentedGaussianProcesses here Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGaussianProcesses/AugmentedGPLikelihoods.jl#13 · Opened Jan 4, 2022
Have a `logpdf` and `loglikelihood` for `NamedTuple` of f and y Open

Difficulty 2/5 1-3 hours Newbie friendliness 48/100

JuliaGaussianProcesses/GPLikelihoods.jl#59 · 2 comments · Opened Jan 4, 2022
Move AbstractGPs related test from GPLikelihoods here Open

Difficulty 3/5 1-2 days Newbie friendliness 38/100

JuliaGaussianProcesses/AbstractGPs.jl#255 · 9 comments · 1 reaction · Opened Dec 20, 2021
getindex with ColVecs Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGaussianProcesses/KernelFunctions.jl#417 · 3 comments · Opened Dec 19, 2021
test_AD "normal" kernels vs MOKernels Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/KernelFunctions.jl#416 · 3 comments · Opened Dec 18, 2021
Zygote AD failure for ChainTransform Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

JuliaGaussianProcesses/KernelFunctions.jl#415 · 2 comments · Opened Dec 18, 2021
`CategoricalLikelihood` should contain the input dimensionality Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/GPLikelihoods.jl#58 · 4 comments · Opened Dec 16, 2021
Implement "Unifying View of Sparse Approximations ..." methods Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/ApproximateGPs.jl#84 · 8 comments · Opened Dec 15, 2021
Benchmarking `expected_loglik` Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGaussianProcesses/ApproximateGPs.jl#82 · 11 comments · Opened Dec 1, 2021
Slow kmeans for Vector{Real} Open

performance

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/InducingPoints.jl#21 · Opened Nov 11, 2021
RFC: unfixing Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGaussianProcesses/ParameterHandling.jl#51 · 1 comment · Opened Nov 11, 2021
RFC: pretty-printing Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

JuliaGaussianProcesses/ParameterHandling.jl#48 · 1 comment · Opened Nov 11, 2021
@check_args should be a function Open

good first issue

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

JuliaGaussianProcesses/KernelFunctions.jl#404 · Opened Nov 9, 2021

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