Update Hierarchical binomial notebook (#248)

* Update GLM Hierarchical Binomial notebook

* add BDA3 reference

* update filename typo in ToC examples

* add author section and epilogue

* add watermark title and fix citation

* precommit on tags

Co-authored-by: Farhan Reynaldo <farhanreynaldo@gmail.com>

Author: farhanreynaldo

examples/generalized_linear_models/GLM-hierarchical-binomial-model.ipynb

@@ -163,3 +163,10 @@ @misc{szegedy2014going
   archivePrefix={arXiv},
   primaryClass={cs.CV}
 }
+
+@book{gelman2013bayesian, 
+  title={Bayesian Data Analysis},
+  publisher={Chapman and Hall/CRC}, 
+  author={Gelman, Andrew and Carlin, John B. and Stern, Hal S. and Dunson, David B. and Vehtari, Aki and Rubin, Donald B.},
+  year={2013}
+}

examples/generalized_linear_models/GLM-hierarchical-binominal-model.ipynb

@@ -17,7 +17,7 @@ Gallery.contents = {
     "generalized_linear_models/GLM-linear": "(Generalized) Linear and Hierarchical Linear Models",
     "generalized_linear_models/GLM-logistic": "(Generalized) Linear and Hierarchical Linear Models",
     "generalized_linear_models/GLM-binomial-regression": "(Generalized) Linear and Hierarchical Linear Models",
-    "generalized_linear_models/GLM-hierarchical-binominal-model": "(Generalized) Linear and Hierarchical Linear Models",
+    "generalized_linear_models/GLM-hierarchical-binomial-model": "(Generalized) Linear and Hierarchical Linear Models",
     "generalized_linear_models/GLM-hierarchical": "(Generalized) Linear and Hierarchical Linear Models",
     "case_studies/hierarchical_partial_pooling": "(Generalized) Linear and Hierarchical Linear Models",
     "generalized_linear_models/GLM-model-selection": "(Generalized) Linear and Hierarchical Linear Models",