Batch inference collects a sizeable dataset, runs predictions on that set in one job, and writes the results to storage. Because it is not answering interactive user requests, it can accept higher latency and does not need a continuously running endpoint. Real-time inference, by contrast, keeps an endpoint active to return single-record predictions within milliseconds. The distractors describe properties of real-time inference, misuse the term inference for model evaluation, or falsely claim that batch inference requires persistent endpoints.
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What are the main differences between batch inference and real-time inference?
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Why does batch inference tolerate higher latency?
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What types of applications are best suited for batch inference?
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What is batch inference used for in machine learning?
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How does real-time inference differ from batch inference?
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Why doesn’t batch inference require a persistent endpoint?
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Fundamentals of AI and ML
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