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_toc.yml
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_toc.yml
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format: jb-book
root: README
parts:
- caption: Theoretical background
chapters:
- file: chapters/fundamentals/probabilities
- file: chapters/fundamentals/inference
- file: chapters/fundamentals/information_theory
- file: chapters/fundamentals/generative_models
- file: chapters/numpyro/basics
- caption: Conjugate bayesian models
chapters:
- file: chapters/bayesian/linear_regression
- file: chapters/bayesian/pca
- file: chapters/bayesian/gp1
# - file: chapters/bayesian/gp2
- caption: Approximate inference
chapters:
- file: chapters/variational/approx_inference
- file: chapters/variational/svi
- file: chapters/variational/vi_advances
- file: chapters/variational/nf
- caption: Neural networks
chapters:
- file: chapters/neural_networks/flax
- file: chapters/neural_networks/ae
- file: chapters/neural_networks/vae
- file: chapters/neural_networks/bayesian
- file: chapters/neural_networks/bayesian2