We recently got the chance to help one of our start-up clients from the Oil and Gas research domain. They have to deal with heavy workloads on AWS for their application. This was achieved by training and deploying a lot of machine learning models using AWS SageMaker and AWS EC2. AWS SageMaker is a tool that helps the data scientists and developers to quickly build and deploy applications within a hosted environment. Also, AWS EC2 or elastic Compute Cloud is the tool for providing scalable computing capacity across different virtual servers.