Update VI Bayesian NN notebook to best practices (#221)

* best practices updates

* updates: coords naming

* fix coords

* style guide changes

* rerun precommit

* fixes

* author names in ref

* run with arviz v0.11.4

* fix links

* fix broken ADVI link

Author: chiral-carbon

examples/references.bib

@@ -48,13 +48,49 @@ @article{koren2009matrixfactorization
   doi={10.1109/MC.2009.263}
 }
 
+@misc{kingma2014autoencoding,
+  title={Auto-Encoding Variational Bayes}, 
+  author={Diederik P Kingma and Max Welling},
+  year={2014},
+  eprint={1312.6114},
+  archivePrefix={arXiv},
+  primaryClass={stat.ML}
+}
+
+@misc{kucukelbir2015automatic,
+  title={Automatic Variational Inference in Stan}, 
+  author={Alp Kucukelbir and Rajesh Ranganath and Andrew Gelman and David M. Blei},
+  year={2015},
+  eprint={1506.03431},
+  archivePrefix={arXiv},
+  primaryClass={stat.ML}
+}
+
 @book{mcelreath2018statistical,
   title={Statistical rethinking: A Bayesian course with examples in R and Stan},
   author={McElreath, Richard},
   year={2018},
   publisher={Chapman and Hall/CRC}
 }
 
+@misc{mnih2013playing,
+  title={Playing Atari with Deep Reinforcement Learning}, 
+  author={Volodymyr Mnih and Koray Kavukcuoglu and David Silver and Alex Graves and Ioannis Antonoglou and Daan Wierstra and Martin Riedmiller},
+  year={2013},
+  eprint={1312.5602},
+  archivePrefix={arXiv},
+  primaryClass={cs.LG}
+}
+
+@article{silver2016masteringgo,
+  title={Mastering the game of Go with deep neural networks and tree search},
+  author={D. Silver, A. Huang, C. Maddison et al.},
+  journal={Nature},
+  volume={529},
+  pages={484--489},
+  year={2016},
+  url={https://doi.org/10.1038/nature16961}
+}
 
 @book{james2021statisticallearning,
   title={An Introduction to Statistical Learning},
@@ -88,8 +124,6 @@ @article{lewandowski2009generating
   publisher={Elsevier}
 }
 
-
-
 @inproceedings{mnih2008advances,
   title={Probabilistic Matrix Factorization},
   author={Mnih, Andriy and Salakhutdinov, Russ R},
@@ -120,3 +154,12 @@ @inproceedings{salakhutdinov2008bayesian
   year={2008},
   volume={25}
 }
+
+@misc{szegedy2014going,
+  title={Going Deeper with Convolutions}, 
+  author={Christian Szegedy and Wei Liu and Yangqing Jia and Pierre Sermanet and Scott Reed and Dragomir Anguelov and Dumitru Erhan and Vincent Vanhoucke and Andrew Rabinovich},
+  year={2014},
+  eprint={1409.4842},
+  archivePrefix={arXiv},
+  primaryClass={cs.CV}
+}