Prepare data for Sagemaker Object Detection. Train a model using Sagemaker. Deploy a trained model using Sagemaker.
In this project, you will learn how to train and deploy an object detector using Amazon Sagemaker. Sagemaker provides a number of machine learning algorithms ready to be used for solving a number of tasks. We will use the SSD Object Detection algorithm from Sagemaker to create, train and deploy a model that will be able to localize faces of dogs and cats from the popular IIIT-Oxford Pets Dataset.
SKILLS YOU WILL DEVELOP
Deep Learning, Machine Learning, sagemaker, Object Detection, Computer Vision
Steps involved:
Introduction, Annotations, Visualize the Data, Sagemaker Setup, Preparing the Data, Uploading Data to S3, Sagemaker Estimator, Data Channels and Model Training, Deploying the Model, Inference and Deleting the Endpoint.