edit aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/ModelPackage/Sample_Notebook_Template/title_of_your_product-Model.ipynb

Author: EC2 Default User

aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/ModelPackage/Sample_Notebook_Template/title_of_your_product-Model.ipynb

@@ -4,16 +4,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Deploy  <font color='red'>For Seller to update: Title_of_your_ML Model </font> Model Package from AWS Marketplace \n",
+    "# Deploy <font color='red'>For Seller to update: Title_of_your_ML Model </font> Model Package from AWS Marketplace \n",
     "\n",
     "\n",
-    "## <font color='red'> For Seller to update: Add  overview of the ML Model here </font>\n",
+    "<font color='red'> For Seller to update: Add  overview of the ML Model here </font>\n",
     "\n",
     "This sample notebook shows you how to deploy <font color='red'> For Seller to update:[Title_of_your_ML Model](Provide link to your marketplace listing of your product)</font> using Amazon SageMaker.\n",
     "\n",
     "> **Note**: This is a reference notebook and it cannot run unless you make changes suggested in the notebook.\n",
     "\n",
-    "#### Pre-requisites:\n",
+    "## Pre-requisites:\n",
     "1. **Note**: This notebook contains elements which render correctly in Jupyter interface. Open this notebook from an Amazon SageMaker Notebook Instance or Amazon SageMaker Studio.\n",
     "1. Ensure that IAM role used has **AmazonSageMakerFullAccess**\n",
     "1. To deploy this ML model successfully, ensure that:\n",
@@ -23,7 +23,7 @@
     "        1. **aws-marketplace:Subscribe**  \n",
     "    2. or your AWS account has a subscription to <font color='red'> For Seller to update:[Title_of_your_ML Model](Provide link to your marketplace listing of your product)</font>. If so, skip step: [Subscribe to the model package](#1.-Subscribe-to-the-model-package)\n",
     "\n",
-    "#### Contents:\n",
+    "## Contents:\n",
     "1. [Subscribe to the model package](#1.-Subscribe-to-the-model-package)\n",
     "2. [Create an endpoint and perform real-time inference](#2.-Create-an-endpoint-and-perform-real-time-inference)\n",
     "   1. [Create an endpoint](#A.-Create-an-endpoint)\n",
@@ -37,15 +37,15 @@
     "    2. [Unsubscribe to the listing (optional)](#B.-Unsubscribe-to-the-listing-(optional))\n",
     "    \n",
     "\n",
-    "#### Usage instructions\n",
+    "## Usage instructions\n",
     "You can run this notebook one cell at a time (By using Shift+Enter for running a cell)."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 1. Subscribe to the model package"
+    "## 1. Subscribe to the model package"
    ]
   },
   {
@@ -114,7 +114,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 2. Create an endpoint and perform real-time inference"
+    "## 2. Create an endpoint and perform real-time inference"
    ]
   },
   {
@@ -154,7 +154,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### A. Create an endpoint"
+    "### A. Create an endpoint"
    ]
   },
   {
@@ -183,7 +183,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### B. Create input payload"
+    "### B. Create input payload"
    ]
   },
   {
@@ -227,7 +227,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### C. Perform real-time inference"
+    "### C. Perform real-time inference"
    ]
   },
   {
@@ -250,7 +250,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### D. Visualize output"
+    "### D. Visualize output"
    ]
   },
   {
@@ -287,7 +287,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### E. Delete the endpoint"
+    "### E. Delete the endpoint"
    ]
   },
   {
@@ -311,7 +311,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 3. Perform batch inference"
+    "## 3. Perform batch inference"
    ]
   },
   {
@@ -369,14 +369,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### 4. Clean-up"
+    "## 4. Clean-up"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### A. Delete the model"
+    "### A. Delete the model"
    ]
   },
   {
@@ -392,7 +392,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### B. Unsubscribe to the listing (optional)"
+    "### B. Unsubscribe to the listing (optional)"
    ]
   },
   {