A company is launching a new photo processing aws video
solutions-architect video for a company is launching a new photo processing service that uses machine learning (ML) models to analyze and tag images. The
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A company is launching a new photo processing service that uses machine learning (ML) models to analyze and tag images. The service consists of independent microservices for different types of image processing tasks. Each ML model loads approximately 500 MB of data from Amazon S3 into memory at startup. Users will submit images through a RESTful API, which can handle individual or batch requests. Traffic patterns are unpredictable, with peaks during marketing campaigns and minimal usage during off-hours. The company needs a scalable and cost-effective solution to manage this workload. Which solution will meet these requirements?