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Global inducing points implementation #50

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Global inducing points implementation #50

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6e127bb
Initial attempt at creating global inducing layer. Untested.
Sep 9, 2021
bdfef7c
First attempt at full GI DGP model. Untested.
Sep 10, 2021
4185a92
Bug fixes
Sep 10, 2021
e747c59
Added consistent sampling
Sep 10, 2021
f359bb9
Added bool for consistent vs non-consistent sampling
Sep 13, 2021
75f13b2
Added kernel variance init
Sep 14, 2021
a119826
Fixed bug in init for inducing points
Sep 14, 2021
d2788e8
Documentation for GI GP layer
Sep 14, 2021
fa064f1
Improved documentation of how KL is computed.
Sep 14, 2021
0079d10
Fixed likelihood layer to allow Keras compatibility
Sep 15, 2021
aded07a
Some cleaning
Sep 15, 2021
df6b33b
More cleaning, documentation
Sep 15, 2021
e0eca46
Minor bug fix
Sep 15, 2021
35f8ab6
Fixed negative KLs
Sep 16, 2021
f2da0b6
Removed redundant K_r2
Sep 27, 2021
7f11c34
Faster kernel
Sep 27, 2021
5354255
Refactor for GI layers to have predict function
Oct 14, 2021
9ad5775
Merge branch 'develop' into sebastian/improved-inference
Oct 14, 2021
5340744
Refactor to expose sample_u
Oct 14, 2021
efbdff3
Refactor
Oct 15, 2021
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3 changes: 2 additions & 1 deletion gpflux/layers/__init__.py
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Expand Up @@ -19,6 +19,7 @@
from gpflux.layers import basis_functions
from gpflux.layers.bayesian_dense_layer import BayesianDenseLayer
from gpflux.layers.gp_layer import GPLayer
from gpflux.layers.gi_gp_layer import GIGPLayer
from gpflux.layers.latent_variable_layer import LatentVariableLayer, LayerWithObservations
from gpflux.layers.likelihood_layer import LikelihoodLayer
from gpflux.layers.likelihood_layer import LikelihoodLayer, SampleBasedGaussianLikelihoodLayer
from gpflux.layers.trackable_layer import TrackableLayer
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