From fc54753e139a4f28490725f2eed1cfa839fe4ee8 Mon Sep 17 00:00:00 2001
From: Andy Terrel <aterrel@rexhomes.com>
Date: Tue, 13 Oct 2020 05:53:58 -0500
Subject: [PATCH] intermediate checkin

---
 notebooks/01_model_review.ipynb | 102 +++++++++++++++++++++++++-------
 1 file changed, 82 insertions(+), 20 deletions(-)

diff --git a/notebooks/01_model_review.ipynb b/notebooks/01_model_review.ipynb
index 6321fc0..115e8ad 100644
--- a/notebooks/01_model_review.ipynb
+++ b/notebooks/01_model_review.ipynb
@@ -369,9 +369,10 @@
    "source": [
     "# Model Review: Taking a model from exploration to production\n",
     "  \n",
-    "<span style=\"display: inline-block; height:250px; width:720px\"></span>\n",
+    "<span style=\"display: inline-block; height:200px; width:720px\"></span>\n",
     "  \n",
     "  \n",
+    "[https://github.com/aterrel/model-review-talk](https://github.com/aterrel/model-review-talk)\n",
     "    \n",
     "Presented by:  \n",
     "[Andy R. Terrel, PhD](https://www.linkedin.com/in/aterrel/)  | Chief Data Scientist, [REX Inc.](https://rexhomes.com) | President, [NumFOCUS](https://numfocus.org)  \n",
@@ -388,15 +389,14 @@
     }
    },
    "source": [
-    "\n",
-    "\n",
-    "\n",
     "## Model is Done! NOW WHAT?\n",
     "\n",
+    "<span style=\"display: inline-block; height:25px; width:720px\"></span>\n",
+    "\n",
     "<div style=\"display: flex;\">\n",
     "<div style=\"height:250px; width:15%\"></div>\n",
     "<div>\n",
-    "<img src=\"../images/austin-neill-emH2e5SBifE-unsplash.jpg\" width=\"720\">\n",
+    "<img src=\"../images/austin-neill-emH2e5SBifE-unsplash.jpg\" width=\"1250\">\n",
     "    </div>\n",
     "</div>\n",
     "\n",
@@ -412,7 +412,7 @@
     }
    },
    "source": [
-    "<img src=\"../images/sculley-et-al_hidden-tech-debt-ml.png\" width=1080>\n",
+    "<img src=\"../images/sculley-et-al_hidden-tech-debt-ml.png\" width=1500>\n",
     "\n",
     "<span style=\"font-size: small\">Figure from Sculley, D & Holt, Gary & Golovin, Daniel & Davydov, Eugene & Phillips, Todd & Ebner, Dietmar & Chaudhary, Vinay & Young, Michael & Dennison, Dan. (2015). Hidden Technical Debt in Machine Learning Systems. NIPS. 2494-2502. <a href=\"https://papers.nips.cc/paper/5656-hidden-technical-debt-in-machine-learning-systems.pdf\">https://papers.nips.cc/paper/5656-hidden-technical-debt-in-machine-learning-systems.pdf</a></span>"
    ]
@@ -482,7 +482,14 @@
    "source": [
     "## Understanding your models deployment\n",
     "\n",
-    "<img src=\"../images/guillaume-bolduc-uBe2mknURG4-unsplash.jpg\" width=\"720\">\n",
+    "<span style=\"display: inline-block; height:25px; width:720px\"></span>\n",
+    "\n",
+    "<div style=\"display: flex;\">\n",
+    "<div style=\"height:250px; width:25%\"></div>\n",
+    "<div>\n",
+    "<img src=\"../images/guillaume-bolduc-uBe2mknURG4-unsplash.jpg\" width=\"950\">\n",
+    "    </div>\n",
+    "</div>\n",
     "\n",
     "<span style=\"font-size: small\">Photo by <a href=\"https://unsplash.com/@guibolduc?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText\">Guillaume Bolduc</a> on <a href=\"https://unsplash.com/s/photos/ship?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText\">Unsplash</a></span>"
    ]
@@ -607,8 +614,14 @@
    "source": [
     "#### How do you get called\n",
     "\n",
+    "<span style=\"display: inline-block; height:25px; width:720px\"></span>\n",
     "\n",
-    "<img src=\"../images/richards-event-architecture.png\" width=720>\n",
+    "<div style=\"display: flex;\">\n",
+    "<div style=\"height:250px; width:25%\"></div>\n",
+    "<div>\n",
+    "<img src=\"../images/richards-event-architecture.png\" width=\"950\">\n",
+    "    </div>\n",
+    "</div>\n",
     "\n",
     "<span style=\"font-size: small\">Figure from Mark Richards, __Software Architecture Patterns__</span>"
    ]
@@ -621,9 +634,17 @@
     }
    },
    "source": [
-    "#### What is your speed layer\n",
+    "#### The other places you get called\n",
     "\n",
-    "<img src=\"../images/mapr-lambda-architecture.png\" width=720>\n",
+    "\n",
+    "<span style=\"display: inline-block; height:25px; width:720px\"></span>\n",
+    "\n",
+    "<div style=\"display: flex;\">\n",
+    "<div style=\"height:250px; width:25%\"></div>\n",
+    "<div>\n",
+    "<img src=\"../images/mapr-lambda-architecture.png\" width=\"1250\">\n",
+    "    </div>\n",
+    "</div>\n",
     "\n",
     "\n",
     "<span style=\"font-size: small\">Figure by MapR</span>"
@@ -639,8 +660,14 @@
    "source": [
     "#### Who is monitoring you?\n",
     "\n",
+    "<span style=\"display: inline-block; height:25px; width:720px\"></span>\n",
     "\n",
-    "<img src=\"../images/terrel-breakdown-of-on-node-monitors.png\" width=720>\n",
+    "<div style=\"display: flex;\">\n",
+    "<div style=\"height:250px; width:25%\"></div>\n",
+    "<div>\n",
+    "<img src=\"../images/terrel-breakdown-of-on-node-monitors.png\" width=\"750\">\n",
+    "    </div>\n",
+    "</div>\n",
     "\n",
     "<span style=\"font-size: small\">Figure by Andy Terrel</span>"
    ]
@@ -655,9 +682,14 @@
    "source": [
     "## How did you get there ?!\n",
     "\n",
+    "<span style=\"display: inline-block; height:25px; width:720px\"></span>\n",
     "\n",
-    "<img src=\"../images/noaa-3duT-54VuK8-unsplash.jpg\" width=720>\n",
-    "\n",
+    "<div style=\"display: flex;\">\n",
+    "<div style=\"height:250px; width:25%\"></div>\n",
+    "<div>\n",
+    "<img src=\"../images/noaa-3duT-54VuK8-unsplash.jpg\" width=\"950\">\n",
+    "    </div>\n",
+    "</div>\n",
     "\n",
     "<span style=\"font-size: small\">Photo by <a href=\"https://unsplash.com/@noaa?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText\">NOAA</a> on <a href=\"https://unsplash.com/s/photos/ship?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText\">Unsplash</a></span>"
    ]
@@ -1203,6 +1235,7 @@
    "source": [
     "## ZOMG It's down!!!\n",
     "\n",
+    "\n",
     "<img src=\"../images/casey-horner-y7jrFSlVZAQ-unsplash-cropped.jpg\" width=720>\n",
     "\n",
     "\n",
@@ -1219,7 +1252,14 @@
    "source": [
     "### Define healthchecks and alerts\n",
     "\n",
-    "<img src=\"../images/terrel-system-diagram.png\" width=720>\n",
+    "<span style=\"display: inline-block; height:25px; width:720px\"></span>\n",
+    "\n",
+    "<div style=\"display: flex;\">\n",
+    "<div style=\"height:250px; width:25%\"></div>\n",
+    "<div>\n",
+    "<img src=\"../images/terrel-system-diagram.png\" width=\"1000\">\n",
+    "    </div>\n",
+    "</div>\n",
     "\n",
     "<span style=\"font-size:small\">Figure by Andy R. Terrel</span>"
    ]
@@ -1233,12 +1273,16 @@
    },
    "source": [
     "### Use model servers\n",
+    "<span style=\"display: inline-block; height:25px; width:720px\"></span>\n",
     "\n",
-    "<img src=\"../images/bentoml-readme-header.jpeg\" width=360>\n",
-    "\n",
-    "<img style=\"background: black;padding: 5px\" src=\"../images/MLflow-logo-final-white-TM.png\" width=360>\n",
-    "\n",
-    "<img src=\"../images/redis-ai.png\" width=360>"
+    "<div style=\"display: flex;\">\n",
+    "<div style=\"height:250px; width:25%\"></div>\n",
+    "<div>\n",
+    "    <img src=\"../images/bentoml-readme-header.jpeg\" width=750>\n",
+    "    <img style=\"background: black;padding: 5px\" src=\"../images/MLflow-logo-final-white-TM.png\" width=750>\n",
+    "    <img src=\"../images/redis-ai.png\" width=750>\n",
+    "    </div>\n",
+    "</div>\n"
    ]
   },
   {
@@ -1251,10 +1295,28 @@
    "source": [
     "## Finally time to start again!\n",
     "\n",
-    "<img src=\"../images/whoisbenjamin-ApJp5Nk24a0-unsplash.jpg\" width=720>\n",
+    "<span style=\"display: inline-block; height:25px; width:720px\"></span>\n",
+    "\n",
+    "<div style=\"display: flex;\">\n",
+    "<div style=\"height:250px; width:25%\"></div>\n",
+    "<div>\n",
+    "<img src=\"../images/whoisbenjamin-ApJp5Nk24a0-unsplash.jpg\" width=\"950\">\n",
+    "    </div>\n",
+    "</div>\n",
     "\n",
     "<span style=\"font-size: small\">Photo by <a href=\"https://unsplash.com/@whoisbenjamin?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText\">@whoisbenjamin</a> on <a href=\"https://unsplash.com/s/photos/ships-indian-ocean?utm_source=unsplash&amp;utm_medium=referral&amp;utm_content=creditCopyText\">Unsplash</a></span>"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {