├── .gitignore ├── README.md ├── archive └── mcmc-sampling │ └── MCMC Sampling for Dummies.ipynb ├── bayes-by-backprop ├── README.md ├── b3.py └── tests.py ├── bayesian-data-analysis └── Chapter 3 - Linear Regression.ipynb ├── bayesian-linear-regression ├── README.md ├── blinr.py └── mvblinr.py ├── bayesian-logistic-regression ├── README.md ├── blogr.py ├── bmclogr.py └── iris.data ├── bayesian-neural-network ├── README.md └── bnn.py ├── gaussian-processes ├── BEC.ipynb ├── GPytorch.ipynb ├── data.py ├── gp_bec.py └── utils.py ├── gmm ├── README.md ├── blr_bbvi.py ├── gmm.py ├── gmm_cavi.py ├── main.py ├── plots │ ├── densities.png │ ├── fig_5.png │ ├── gmm_cavi_2.png │ └── trace_plots.png └── utils.py ├── minipyro ├── README.md ├── elbo.py ├── main.py ├── minipyro.py ├── optim.py └── svi.py ├── on-pyro └── README.md └── pymc3-intro └── API - Quick Start.ipynb /.gitignore: -------------------------------------------------------------------------------- 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