Update notebooks

automl/09.auto-ml-classification-with-deployment.ipynb

@@ -25,8 +25,9 @@
         "3. Train the model using local compute.\n",
         "4. Explore the results.\n",
         "5. Register the model.\n",
-        "6. Create a container image and create and ACI service.\n",
-        "7. Test the ACI service.\n"
+        "6. Create a container image.\n",
+        "7. Create an Azure Container Instance (ACI) service.\n",
+        "8. Test the ACI service.\n"
       ]
     },
     {
@@ -155,7 +156,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "## Train the Model\n",
+        "## Train the Models\n",
         "\n",
         "Call the `submit` method on the experiment object and pass the run configuration. Execution of local runs is synchronous. Depending on the data and the number of iterations this can run for a while.\n",
         "In this example, we specify `show_output = True` to print currently running iterations to the console."
@@ -192,7 +193,8 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "### Register the Fitted Model for Deployment"
+        "### Register the Fitted Model for Deployment\n",
+        "If neither `metric` nor `iteration` are specified in the `register_model` call, the iteration with the best primary metric is registered."
       ]
     },
     {
@@ -203,7 +205,7 @@
       "source": [
         "description = 'AutoML Model'\n",
         "tags = None\n",
-        "model = local_run.register_model(description = description, tags = tags, iteration = 8)\n",
+        "model = local_run.register_model(description = description, tags = tags)\n",
         "local_run.model_id # This will be written to the script file later in the notebook."
       ]
     },
@@ -256,7 +258,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "To ensure the consistency of the fit results with the training results, the SDK dependency versions need to be the same as the environment that trains the model. Details about retrieving the versions can be found in notebook [12.auto-ml-retrieve-the-training-sdk-versions](12.auto-ml-retrieve-the-training-sdk-versions.ipynb)."
+        "To ensure the fit results are consistent with the training results, the SDK dependency versions need to be the same as the environment that trains the model. Details about retrieving the versions can be found in notebook [12.auto-ml-retrieve-the-training-sdk-versions](12.auto-ml-retrieve-the-training-sdk-versions.ipynb)."
       ]
     },
     {
@@ -304,7 +306,6 @@
         "  - pip:\n",
         "    - numpy==1.14.2\n",
         "    - scikit-learn==0.19.2\n",
-        "    - pynacl==1.2.1\n",
         "    - azureml-sdk[notebooks,automl]==<<azureml-version>>"
       ]
     },
@@ -471,6 +472,11 @@
     }
   ],
   "metadata": {
+    "authors": [
+      {
+        "name": "savitam"
+      }
+    ],
     "kernelspec": {
       "display_name": "Python 3.6",
       "language": "python",