diff --git a/14_stats_and_montecarlo/.ipynb_checkpoints/16_stats_and_montecarlo-checkpoint.ipynb b/14_stats_and_montecarlo/.ipynb_checkpoints/16_stats_and_montecarlo-checkpoint.ipynb
index 5482e1b..17c6a7b 100644
--- a/14_stats_and_montecarlo/.ipynb_checkpoints/16_stats_and_montecarlo-checkpoint.ipynb
+++ b/14_stats_and_montecarlo/.ipynb_checkpoints/16_stats_and_montecarlo-checkpoint.ipynb
@@ -40,6 +40,35 @@
     "\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Examples of Monte Carlo models:\n",
+    "- [Eigenvlaues in supercritical systems](https://link.springer.com/chapter/10.1007%2FBFb0049064)\n",
+    "- [average time between failures for reliability](http://www.egr.msu.edu/~mitraj/research/pubs/proc/singh-mitra_em_stdby_ias95.pdf)\n",
+    "- disordered materials (physics)\n",
+    "- [Calculation of the energy output of a wind farm](http://www.mdpi.com/1996-1073/9/4/286/pdf)\n",
+    "- [US Coast Guard rescue missions](https://en.wikipedia.org/wiki/Search_and_Rescue_Optimal_Planning_System)\n",
+    "- [Radiation shielding](http://www.sciencedirect.com/science/article/pii/S0920379612000580)\n",
+    "- [Predict number of asteroids that hit body of water](https://cneos.jpl.nasa.gov/sentry/intro.html)\n",
+    "- [Financial modeling](https://en.wikipedia.org/wiki/Monte_Carlo_methods_in_finance)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- What is the standard deviation of the vector created with 'normrnd(100,10,[10000,1])'? (rounded to nearest 10)\n",
+    "- The bar is, on average,1mm x 2 mm and fails at 940 MPa. What is the average failure load?\n",
+    "- In statistics, we can describe precision and accuracy with two descriptions of our data. How do we do this?\n",
+    "- The ratio of point inside the circle to total is pi/4. What is the ratio of points outside the circle to total?\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
diff --git a/14_stats_and_montecarlo/16_stats_and_montecarlo.ipynb b/14_stats_and_montecarlo/16_stats_and_montecarlo.ipynb
index 5482e1b..17c6a7b 100644
--- a/14_stats_and_montecarlo/16_stats_and_montecarlo.ipynb
+++ b/14_stats_and_montecarlo/16_stats_and_montecarlo.ipynb
@@ -40,6 +40,35 @@
     "\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Examples of Monte Carlo models:\n",
+    "- [Eigenvlaues in supercritical systems](https://link.springer.com/chapter/10.1007%2FBFb0049064)\n",
+    "- [average time between failures for reliability](http://www.egr.msu.edu/~mitraj/research/pubs/proc/singh-mitra_em_stdby_ias95.pdf)\n",
+    "- disordered materials (physics)\n",
+    "- [Calculation of the energy output of a wind farm](http://www.mdpi.com/1996-1073/9/4/286/pdf)\n",
+    "- [US Coast Guard rescue missions](https://en.wikipedia.org/wiki/Search_and_Rescue_Optimal_Planning_System)\n",
+    "- [Radiation shielding](http://www.sciencedirect.com/science/article/pii/S0920379612000580)\n",
+    "- [Predict number of asteroids that hit body of water](https://cneos.jpl.nasa.gov/sentry/intro.html)\n",
+    "- [Financial modeling](https://en.wikipedia.org/wiki/Monte_Carlo_methods_in_finance)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- What is the standard deviation of the vector created with 'normrnd(100,10,[10000,1])'? (rounded to nearest 10)\n",
+    "- The bar is, on average,1mm x 2 mm and fails at 940 MPa. What is the average failure load?\n",
+    "- In statistics, we can describe precision and accuracy with two descriptions of our data. How do we do this?\n",
+    "- The ratio of point inside the circle to total is pi/4. What is the ratio of points outside the circle to total?\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {