A company will use a pre-trained model (no additional training) to detect vehicle crashes and contact emergency services within 30 seconds. Which model attribute should the company prioritize to meet this requirement?
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Correct answer: Model size (affecting inference latency).
Why this is the answer
The company needs to detect vehicle crashes and contact emergency services within 30 seconds, which is a strict real-time requirement. Model size directly impacts inference latency; a smaller model generally processes data faster, leading to lower latency. Prioritizing a model with a small size will help ensure the system can make predictions quickly enough to meet the 30-second deadline. Model customization is irrelevant here because the company is using a pre-trained model with no additional training. Model cost is a business consideration but does not directly affect the technical ability to meet the real-time latency requirement. Model temperature is a hyperparameter used in generative models to control randomness and creativity, which is not applicable to a detection task or real-time latency.
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