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Examples

Howto

notebooks/sampler-stats.ipynb notebooks/Diagnosing_biased_Inference_with_Divergences.ipynb notebooks/posterior_predictive.ipynb notebooks/model_comparison.ipynb notebooks/model_averaging.ipynb notebooks/Bayes_factor.ipynb notebooks/howto_debugging.ipynb notebooks/PyMC3_tips_and_heuristic.ipynb notebooks/LKJ.ipynb notebooks/live_sample_plots.ipynb

Applied

notebooks/BEST.ipynb notebooks/multilevel_modeling.ipynb notebooks/stochastic_volatility.ipynb notebooks/probabilistic-matrix-factorization.ipynb notebooks/rugby_analytics.ipynb notebooks/survival_analysis.ipynb notebooks/dawid-skene.ipynb

GLM

notebooks/GLM-linear.ipynb notebooks/GLM-robust.ipynb notebooks/GLM-robust-with-outlier-detection.ipynb notebooks/GLM-model-selection.ipynb notebooks/GLM-rolling-regression.ipynb notebooks/GLM-hierarchical.ipynb notebooks/GLM-poisson-regression.ipynb notebooks/hierarchical_partial_pooling.ipynb notebooks/GLM-negative-binomial-regression.ipynb

Gaussian Processes

notebooks/GP-MeansAndCovs.ipynb notebooks/GP-Marginal.ipynb notebooks/GP-Latent.ipynb notebooks/GP-SparseApprox.ipynb notebooks/GP-TProcess.ipynb notebooks/GP-MaunaLoa.ipynb notebooks/GP-slice-sampling.ipynb notebooks/GP-smoothing.ipynb

Mixture Models

notebooks/gaussian_mixture_model.ipynb notebooks/marginalized_gaussian_mixture_model.ipynb notebooks/gaussian-mixture-model-advi.ipynb notebooks/dp_mix.ipynb notebooks/dependent_density_regression.ipynb

Variational Inference

notebooks/GLM-hierarchical-ADVI.ipynb notebooks/GLM-hierarchical-advi-minibatch.ipynb notebooks/lda-advi-aevb.ipynb notebooks/bayesian_neural_network_advi.ipynb notebooks/convolutional_vae_keras_advi.ipynb notebooks/bayesian_neural_network_opvi-advi.ipynb notebooks/empirical-approx-overvirew.ipynb notebooks/normalizing_flows_overview.ipynb