Readme + Examples changed

Tutorials/WebinarDocuments-04-04-2017/CNTK_103A_MNIST_DataLoader.ipynb

@@ -14,7 +14,6 @@
     "- Part A: Familiarize with the [MNIST][] database that will be used later in the tutorial\n",
     "- [Part B](https://github.com/Microsoft/CNTK/blob/v2.0.beta7.0/Tutorials/CNTK_103B_MNIST_FeedForwardNetwork.ipynb): We will use the feedforward classifier used in CNTK 102 to classify digits in MNIST data set.\n",
     "\n",
-    "<img src=\"http://3.bp.blogspot.com/_UpN7DfJA0j4/TJtUBWPk0SI/AAAAAAAAABY/oWPMtmqJn3k/s1600/mnist_originals.png?raw=TRUE\", width=200, height=200>\n",
     "\n",
     "[MNIST]: http://yann.lecun.com/exdb/mnist/\n",
     "\n"
@@ -22,11 +21,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This is what the MNIST data looks like...\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -36,15 +42,15 @@
        "<IPython.core.display.Image object>"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# Figure 1 - This is what the Input data looks like\n",
-    "from IPython.display import Imagehttp://3.bp.blogspot.com/_UpN7DfJA0j4/TJtUBWPk0SI/AAAAAAAAABY/oWPMtmqJn3k/s1600/mnist_originals.png\", width=200, height=200)\n",
-    "Image(url= \""
+    "# Figure 1 - This is what the MNIST data looks like\n",
+    "print ('This is what the MNIST data looks like...')\n",
+    "Image(url= \"http://3.bp.blogspot.com/_UpN7DfJA0j4/TJtUBWPk0SI/AAAAAAAAABY/oWPMtmqJn3k/s1600/mnist_originals.png\", width=200, height=200)"
    ]
   },
   {

Tutorials/WebinarDocuments-04-04-2017/README.md

@@ -23,4 +23,4 @@
 </a>
 
 ### Visit the **[DSVM Discussion Forum](http://aka.ms/dsvm/forum)** for Community Support and Q&A.
-### The notebooks included on this repository were configured to run on DSVMs that were available on the Azure Marketplace on the 4th of April 2017. They may require changes in order to run correctly run elsewhere.
+ *NOTE: The notebooks included on this repository are configured to run on DSVMs that were available on the Azure Marketplace on the 4th of April 2017. They may require changes in order to run correctly elsewhere.***

Tutorials/WebinarDocuments-04-04-2017/SQL_R_Services_End_to_End_Tutorial.ipynb

@@ -9,7 +9,7 @@
     "### This notebook was covered in the Live Webinar on 4th of April 2017\n",
     "### The Webinar recording is available [HERE...](https://channel9.msdn.com/blogs/Cloud-and-Enterprise-Premium/Data-Science-Virtual-Machine--A-Walkthrough-of-end-to-end-Analytics-Scenarios)\n",
     "\n",
-    "<img src=\"MiscAssets\\SQLRbanner.png\" width=450>\n",
+    "<img src=\"https://github.com/Azure/DataScienceVM/raw/master/Tutorials/WebinarDocuments-04-04-2017/MiscAssets/SQLRbanner.png\" width=450>\n",
     "\n",
     "\n",
     "### PreRequisites:\n",
@@ -1094,7 +1094,7 @@
     "Please refer to: https://docs.microsoft.com/en-us/sql/advanced-analytics/r-services/r-services for more details on how to **CREATE** these stored procedures, this is out of the scope of this notebook. You can cee the procedure definitions in SSMS by clicking on the modify option when you right click on any procedure.\n",
     "\n",
     "### Once created your Stored Procedures, you can see then in the Programmability sections of your Database through SQL Server Management Studio (SSMS)\n",
-    "<img src=\"MiscAssets\\StoredProcDir.png\" width=400>\n",
+    "<img src=\"https://raw.githubusercontent.com/Azure/DataScienceVM/master/Tutorials/WebinarDocuments-04-04-2017/MiscAssets/StoredProcDir.png\" width=400>\n",
     "\n"
    ]
   },