edit aws_marketplace/using_model_packages/improving_industrial_workplace_safety/improving_industrial_workplace_safety.ipynb

Author: EC2 Default User

aws_marketplace/using_model_packages/improving_industrial_workplace_safety/improving_industrial_workplace_safety.ipynb

@@ -4,14 +4,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Demonstrating Industrial Workplace Safety using Pre-trained Machine Learning Models\n",
+    "# Demonstrating Industrial Workplace Safety using Pre-trained Machine Learning Models\n",
     "\n",
-    "### Introduction\n",
+    "## Introduction\n",
     "\n",
     "This sample notebook shows how to use pre-trained model packages from [AWS Marketplace](https://aws.amazon.com/marketplace/search/results?page=1&filters=FulfillmentOptionType&FulfillmentOptionType=SageMaker&ref_=mlmp_gitdemo_indust) to detect industrial workspace safety related object labels, such as hard-hat, personal protective equipment, construction machinery, and construction worker in an image. The notebook also shows an approach to perform inference on a video by taking snapshots from the video file to generate an activity/status log. At the end of this you will become familiar on steps to integrate inferences from pre-trained models into your application. This notebook is intended for demonstration, we highly recommend you to evaluate the accuracy of machine learning models to see if they meet your expectations.\n",
     "\n",
     "\n",
-    "### Pre-requisites:\n",
+    "## Pre-requisites\n",
     "This sample notebook requires you to subscribe to pre-trained machine learning model packages. Follow the following steps to subscribe to the listings:\n",
     "\n",
     "1. Open the following model package product detail pages, in separate tabs, in your web browser. \n",
@@ -180,7 +180,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Step 1.2.1:  View construction site image"
+    "#### Step 1.2.1:  View construction site image"
    ]
   },
   {
@@ -215,7 +215,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Step 1.2.2:  View an image with a worker and a person at a workplace"
+    "#### Step 1.2.2:  View an image with a worker and a person at a workplace"
    ]
   },
   {
@@ -250,7 +250,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Step 1.2.3: View an image with an excavator and a truck at work"
+    "#### Step 1.2.3: View an image with an excavator and a truck at work"
    ]
   },
   {