- 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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