update upcoming list

elizavetasemenova · Jan 1, 2025 · 8dbfa9d · 8dbfa9d
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diff --git a/999_upcoming.ipynb b/999_upcoming.ipynb
diff --git a/999_upcoming.md b/999_upcoming.md
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+# Upcoming chapters
+
+Other topics which are covered in the course, but the corresponding chapters are not yet online and are to appear:
+
+- [x] Surrogates
+- [ ] Neural networks with Flax
+- [ ] Bayesian neural networks
+- [ ] So, why Numpyro?
+- [ ] Variational inference
+- [ ] Introduction to deep generative models
+- [ ] Variational autoencoders (VAEs), normalising flows (NFs)
+- [ ] Deep generative surrogates and PriorCVAE
+
+Further interesting topics which the course might not have time to cover (but I might add them to the online version in the future):
+
+- Bayesian regularisation from optimisation perspective
+- Laplace approximation
+- Bayesian optimisation
+- Active learning
+- Renewal equation
+- Hilbert Space Gaussian Process approximation (HSGP)
diff --git a/_toc.yml b/_toc.yml
@@ -30,6 +30,6 @@ chapters:
 - file: 23_ID_modelling.ipynb
 - file: 24_ABMs.ipynb
 - file: 25_surrogates.ipynb
-- file: 999_upcoming.ipynb
+- file: 999_upcoming.md
 - file: 999_acknowledgements.md
 - file: 999_bibliography.md