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Amazon Elastic Inference accelerates machine learning inference by providing GPU-powered compute capacity to your Amazon EC2 instances. It's designed to speed up the process of making predictions from your trained machine learning models without requiring you to manage the GPUs yourself, making it cost-effective for deploying and running inference workloads.