Practical Deep Learning using AWS SageMaker, Lambda, and API Gateway

Practical deep learning using AWS SageMaker, AWS Lambda, and API Gateway.

Photo by Alex Knight on Unsplash

Overview

In the previous article, we go through the basics of SageMaker on training, testing, and deployment of a machine learning model. We are particularly using the XgBoost sample notebook to predict potential customers that are most likely to convert based on customer and aggregate level metrics.

Serving Machine Learning Model using AWS SageMaker and Boto3

In this article, let’s use a deep learning model provided by AWS SageMaker, and expose the endpoint leveraging Lamba and API Gateway.

Deploy a Deep Learning Model

I am going to deploy YOLOv3 Object Detector from the AWS Marketplace

This model can detect multiple objects on the input image. The results include category names, confidence scores, and absolute locations on the input…