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4 cards from this section. Quick, good the night before a test.
What is batch inference?
Think about when you would want to analyze data rather than act on it immediately.
What does real-time inference provide?
Consider scenarios where you need quick responses.
What does batch inference involve?
Think of when you would want to analyze data over time.
Is real-time inference important for critical applications like fraud detection?
Consider the consequences of delay in serious matters.
Compare the advantages and disadvantages of deploying a model using batch inference versus edge deployment in terms of scalability and use-case effectiveness.
Think about scenarios where immediate results are mission-critical versus those where thorough analysis is required.
Design a workflow for an AI application that utilizes both real-time inference and batch processing, emphasizing touchpoints and data transitions between the two methods.
Consider how interactions feed into different segments of processing for deeper insights.
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