Update Kmeans lowlevel notebook with API / endpoint changes (aws#16)

Author: winstonaws

sagemaker-python-sdk/1P_kmeans_lowlevel/kmeans_mnist_lowlevel.ipynb

@@ -227,7 +227,7 @@
     "    },\n",
     "    \"ResourceConfig\": {\n",
     "        \"InstanceCount\": 2,\n",
-    "        \"InstanceType\": \"c4.8xlarge\",\n",
+    "        \"InstanceType\": \"ml.c4.8xlarge\",\n",
     "        \"VolumeSizeInGB\": 50\n",
     "    },\n",
     "    \"TrainingJobName\": job_name,\n",
@@ -342,9 +342,8 @@
     "create_endpoint_config_response = sagemaker.create_endpoint_config(\n",
     "    EndpointConfigName = endpoint_config_name,\n",
     "    ProductionVariants=[{\n",
-    "        'InstanceType':'c4.xlarge',\n",
-    "        'MaxInstanceCount':3,\n",
-    "        'MinInstanceCount':1,\n",
+    "        'InstanceType':'ml.c4.xlarge',\n",
+    "        'InitialInstanceCount':3,\n",
     "        'ModelName':model_name,\n",
     "        'VariantName':'AllTraffic'}])\n",
     "\n",
@@ -418,8 +417,7 @@
    "outputs": [],
    "source": [
     "region = !aws configure get region\n",
-    "invocation_endpoint = \"https://maeveruntime.prod.{}.ml-platform.aws.a2z.com\".format(region[0])\n",
-    "runtime = boto3.Session().client(service_name='runtime.maeve', endpoint_url=invocation_endpoint)"
+    "runtime = boto3.Session().client('sagemaker-runtime')"
    ]
   },
   {
@@ -510,18 +508,16 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Environment (conda_python3)",
    "language": "python",
-   "name": "python3"
+   "name": "conda_python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -533,7 +529,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,