MuyGPyS
docs

Package Documentation:

  • neighbors
  • gp
  • optimize
    • batch
    • chassis
    • loss
    • objective
    • sigma_sq
  • examples
  • torch

Examples:

  • Univariate Regression Tutorial
  • Deep Kernels with MuyGPs in PyTorch Tutorial
  • Fast Posterior Mean Tutorial

Resources:

  • References
MuyGPyS
  • optimize
  • Edit on GitHub

optimize

MuyGPyS.optimize module reference.

Contents:

  • batch
    • full_filtered_batch()
    • get_balanced_batch()
    • sample_balanced_batch()
    • sample_batch()
  • chassis
    • optimize_from_tensors()
  • loss
    • cross_entropy_fn()
    • get_loss_func()
    • lool_fn()
    • lool_fn_unscaled()
    • looph_fn()
    • mse_fn()
    • pseudo_huber_fn()
  • objective
    • make_loo_crossval_fn()
    • make_obj_fn()
  • sigma_sq
    • mmuygps_analytic_sigma_sq_optim()
    • mmuygps_sigma_sq_optim()
    • muygps_analytic_sigma_sq_optim()
    • muygps_sigma_sq_optim()
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