Add polynomial regression example (#809)

bambinos · Apr 27, 2024 · a8fb6e7 · a8fb6e7
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diff --git a/docs/_quarto.yml b/docs/_quarto.yml
@@ -62,6 +62,7 @@ website:
             - notebooks/shooter_crossed_random_ANOVA.ipynb
             - notebooks/t_regression.ipynb
             - notebooks/predict_new_groups.ipynb
+            - notebooks/polynomial_regression.ipynb
         - section: Generalized linear models
           contents:
               - notebooks/logistic_regression.ipynb
@@ -83,6 +84,7 @@ website:
             - notebooks/hsgp_1d.ipynb
             - notebooks/hsgp_2d.ipynb
             - notebooks/survival_model.ipynb
+            - notebooks/orthogonal_polynomial_reg.ipynb
         - section: Tools to interpret model outputs
           contents:
               - notebooks/plot_predictions.ipynb

diff --git a/docs/changelog.qmd b/docs/changelog.qmd
@@ -11,11 +11,21 @@ pagetitle: "Changelog"
 
 * Add configuration facilities to Bambi (#745) 
 * Interpet submodule now outputs informative messages when computing default values (#745) 
+* Bambi supports weighted responses (#761)
+* Bambi supports constrained responses (#764)
+* Implement `compute_log_likelihood()` method to compute the log likelihood on a model (#769)
 
 ### Maintenance and fixes
 
+* Fix bug in predictions with models using HSGP (#780)
+* Fix `get_model_covariates()` utility function (#801)
+* Upgrade PyMC dependency to >= 5.13 (#803)
+* Use `pm.compute_deterministics()` to compute deterministics when bayeux based samplers are used (#803)
+
 ### Documentation
 
+* Our Code of Conduct now includes how to send a report (#783)
+
 ### Deprecation
 
 ## 0.13.0

diff --git a/docs/notebooks/gallery.yml b/docs/notebooks/gallery.yml
@@ -41,6 +41,10 @@
       subtitle: With Hierarchical models
       href: predict_new_groups.ipynb
       thumbnail: thumbnails/predict_new_group.png
+    - title: Polynomial regression
+      subtitle: Learning gravity with Bayesian stats
+      href: polynomial_regression.ipynb
+      thumbnail: thumbnails/polynomial_regression.png
 - category: Generalized Linear Models
   description: ""
   tiles:
@@ -115,6 +119,10 @@
       subtitle: Model censored data
       href: survival_model.ipynb
       thumbnail: thumbnails/survival_adoption_times.png
+    - title: Orthogonal Polynomial regression
+      subtitle: Polynomials that avoid multicollinearity
+      href: orthogonal_polynomial_reg.ipynb
+      thumbnail: thumbnails/orthogonal_polynomial_reg.png
 - category: Tools to interpret model outputs
   description: ""
   tiles:

diff --git a/docs/notebooks/orthogonal_polynomial_reg.ipynb b/docs/notebooks/orthogonal_polynomial_reg.ipynb
diff --git a/docs/notebooks/polynomial_regression.ipynb b/docs/notebooks/polynomial_regression.ipynb
diff --git a/docs/notebooks/thumbnails/orthogonal_polynomial_reg.png b/docs/notebooks/thumbnails/orthogonal_polynomial_reg.png
diff --git a/docs/notebooks/thumbnails/polynomial_regression.png b/docs/notebooks/thumbnails/polynomial_regression.png
diff --git a/docs/objects.json b/docs/objects.json