update data_container.ipynb (#151)

* Added General Updates

* Replaced np.random with rng

* updated ArviZ related change of using  plot_posterior

* update data container example

* rebase, add cross-references and bibliography

* address review comments

Co-authored-by: Oriol (ZBook) <[email protected]>

Author: KavyaJaiswal

examples/pymc3_howto/data_container.ipynb

@@ -142,6 +142,14 @@ @article{lewandowski2009generating
   publisher={Elsevier}
 }
 
+@book{martin2018bayesian,
+  title={Bayesian analysis with Python: introduction to statistical modeling and probabilistic programming using PyMC3 and ArviZ},
+  author={Martin, Osvaldo},
+  year={2018},
+  publisher={Packt Publishing Ltd}
+}
+
+
 @book{mcelreath2018statistical,
   title={Statistical rethinking: A Bayesian course with examples in R and Stan},
   author={McElreath, Richard},

examples/references.bib

@@ -4,6 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "(bayesian_neural_network_advi)=\n",
     "# Variational Inference: Bayesian Neural Networks"
    ]
   },
@@ -919,7 +920,7 @@
  "metadata": {
   "anaconda-cloud": {},
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -933,7 +934,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.9.7"
   },
   "latex_envs": {
    "bibliofile": "biblio.bib",