MuyGPyS
v0.9.1

Package Documentation:

  • neighbors
  • gp
    • deformation
    • tensors
    • hyperparameter
    • kernels
    • metric
    • noise
    • MuyGPS
    • MultivariateMuyGPS
  • optimize
  • examples
  • torch

Examples:

  • Univariate Regression Tutorial
  • Illustrating MuyGPs Sparsification, Prediction, and Uncertainty Quantification
  • Deep Kernels with MuyGPs in PyTorch Tutorial
  • Fast Posterior Mean Tutorial
  • Anisotropic Metric Tutorial
  • Loss Function Tutorial

Resources:

  • References
MuyGPyS
  • gp
  • View page source

gp

MuyGPyS.gp module reference.

Contents:

  • deformation
    • Isotropy
    • Anisotropy
  • tensors
    • batch_features_tensor()
    • fast_nn_update()
    • make_fast_predict_tensors()
    • make_heteroscedastic_tensor()
  • hyperparameter
    • Parameter
    • TensorParam
    • ScaleFn
    • FixedScale
    • AnalyticScale
  • kernels
    • KernelFn
    • RBF
    • Matern
  • metric
    • F2
    • MetricFn
    • l2
  • noise
    • HomoscedasticNoise
    • NullNoise
    • HeteroscedasticNoise
  • MuyGPS
    • MuyGPS
  • MultivariateMuyGPS
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