├── LICENSE ├── README.md ├── README_HEAD.md ├── _config.yml ├── authors ├── edwin.jpeg └── maurizio.jpeg ├── notebooks ├── gp-inference.ipynb └── gp-priors.ipynb ├── references ├── biblio.bib ├── citefiles │ ├── bayesian_convnets │ ├── bayesian_dnns_dgps │ ├── bayesian_optimization │ ├── calibration_bayesian_convnets │ ├── convnets_dgps │ ├── inference_dgps │ ├── mtl_gps │ ├── other_gp_dgp_models │ ├── random_features_gps_dgps │ ├── unsupervised_gps_dgps │ ├── variational_inference │ ├── variational_inference_gps │ └── variational_inference_gps~ ├── clean_biblio.bib ├── generate_bibliography.sh └── references.html ├── slides ├── challenges.pdf ├── gaussian_processes.pdf ├── inference.pdf ├── introduction.pdf ├── model_approximations.pdf └── theory_code.pdf └── update_README.sh /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ebonilla/gaussianprocesses/HEAD/LICENSE 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-------------------------------------------------------------------------------- /references/biblio.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ebonilla/gaussianprocesses/HEAD/references/biblio.bib -------------------------------------------------------------------------------- /references/citefiles/bayesian_convnets: -------------------------------------------------------------------------------- 1 | Gal16b 2 | Garriga-Alonso18 3 | Laumann18 4 | Tran19 -------------------------------------------------------------------------------- /references/citefiles/bayesian_dnns_dgps: -------------------------------------------------------------------------------- 1 | Cutajar17 2 | Duvenaud14 3 | Gal16 4 | Lee18 5 | Neal96 6 | Matthews18 7 | -------------------------------------------------------------------------------- /references/citefiles/bayesian_optimization: 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