AIF-C01 Fundamentals of AI and ML MEDIUM
PRODUCTION SCENARIO
A hospital network uses Amazon SageMaker AI to run a model that analyzes radiology scans of about 700 MB each. Each scan takes approximately 8 minutes to process. Clinicians need results within 1 hour of submitting a scan.

Which Amazon SageMaker AI inference option will meet these requirements?

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Answer: Asynchronous inference

Asynchronous inference queues incoming requests and processes them in the background. It is built for payloads up to 1 GB, processing times up to one hour, and near real-time latency needs, and it can scale the instance count to zero between requests. Real-time and serverless inference must return a result inside the request timeout.
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