Simulate quantum systems on Amazon SageMaker Amazon Web Services

Amazon SageMaker is a fully-managed service that enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale. But besides streamlining the machine learning (ML) workflow, Amazon SageMaker also provides a serverless, powerful, and easy-to-use compute environment to execute and parallelize a large spectrum of scientific computing tasks. In this notebook we demonstrate how to simulate a simple quantum system using TensorFlow together with the Amazon SageMaker "bring your own algorithm" (BYOA) functionality. To follow this exercise you need an AWS account with access to Amazon SageMaker and basic familiarity with Python and TensorFlow. The quantum effect we are going to simulate is known as superradiance.