8000 GitHub - gpleiss/gp_bo_demos: Various toy demos of Gaussian processes and Bayesian optimization
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Gaussian Process and Bayesian Optimization Demos

Interactive demos:

  • gp_demo.ipynb - an interactive 1D demo of Gaussian process regression
  • 1d_bo_demo.ipynb - an interactive 1D demo of a sample Bayesian optimization loop, using various acquisition functions
  • kernel_demo.ipynb - an interactive demo for playing around with different kernels (and kernel hyperparameters)
  • gp_model_selection.ipynb - a comparison of full-Bayesian inference verses MLE estimation of GP hyperparameters

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Various toy demos of Gaussian processes and Bayesian optimization

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