closing #27 - populate references routinely

11_Bayesian_workflow.ipynb

@@ -30,7 +30,7 @@
     "\n",
     "## Box's loop\n",
     "\n",
-    "In the 1960's, the statistician Box formulated the notion of a loop to understand the nature of the scientific method. This loop is called Box's loop by Blei et. al. (2014):\n",
+    "In the 1960's, the statistician Box formulated the notion of a loop to understand the nature of the scientific method. This loop was names Box's loop by Blei et. al. {cite}`blei2014build`:\n",
     "\n",
     "\n",
     "![](assets/boxes_loop.png)\n",
@@ -74,18 +74,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/opt/anaconda3/envs/aims/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from .autonotebook import tqdm as notebook_tqdm\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import numpyro\n",
     "import numpyro.distributions as dist\n",
@@ -1110,7 +1101,8 @@
    "provenance": []
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "aims",
+   "language": "python",
    "name": "python3"
   },
   "language_info": {
@@ -1123,7 +1115,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.18"
+   "version": "3.9.19"
   }
  },
  "nbformat": 4,

assets/references.bib

@@ -71,4 +71,15 @@ @misc{jax2018github
   url = {http://github.com/jax-ml/jax},
   version = {0.3.13},
   year = {2018},
+}
+
+@article{blei2014build,
+  title={Build, compute, critique, repeat: Data analysis with latent variable models},
+  author={Blei, David M},
+  journal={Annual Review of Statistics and Its Application},
+  volume={1},
+  number={1},
+  pages={203--232},
+  year={2014},
+  publisher={Annual Reviews}
 }