Adds docstrings to the build image and test locally notebooks

02_BuildImage.ipynb

@@ -4,8 +4,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Build Docker Image that contains Resnet 152 model and Flask web application\n",
-    "Make sure you are able to run Docker without sudo.  \n",
+    "# Build Docker Image \n",
+    "In this notebook we will build the docker container that contains the Resnet 152 model, Flask web application, model driver and all dependencies.\n",
+    "  \n",
     "Make sure you are have logged in using docker login. \n"
    ]
   },
@@ -177,7 +178,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The configuration for the Nginx. Note that it creates a proxy between ports **88** and **5000**."
+    "The configuration for the Nginx. Note that it creates a proxy between ports **80** and **5000**."
    ]
   },
   {
@@ -208,6 +209,13 @@
     "}"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The image name below referes to our dockerhub account. If you wish to push the image to your account make sure you change this."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 186,
@@ -359,7 +367,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We create a custom image based on Ubuntu 16.04 and install all the necessary dependencies. This is in order to try and keep the size of the image as small as possible."
+    "We create a custom image based on the CUDA 8 image from NVIDIA and install all the necessary dependencies. This is in order to try and keep the size of the image as small as possible."
    ]
   },
   {
@@ -1412,7 +1420,7 @@
     }
    ],
    "source": [
-    "!docker push $image_name"
+    "!docker push $image_name # If you haven't loged in to the approrpiate dockerhub account you will get an error"
    ]
   },
   {