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Answer: Use the batch prediction functionality of AI Platform.
The correct answer is A. Using the batch prediction functionality of AI Platform is the most efficient method for processing aggregated data at the end of each day with minimal manual intervention. Batch prediction allows you to process large datasets in one go, which aligns with the requirement to handle data collected at the end of each day. Other options either require real-time processing or increased manual efforts, making them less suitable for this use case.
Author: LeetQuiz Editorial Team
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As the lead ML Engineer for your company, you are responsible for building machine learning models to digitize scanned customer forms. You have successfully developed a TensorFlow model that processes scanned images, converts them into text, and stores the results in Google Cloud Storage. Your company collects aggregated data from scanned images at the end of each day, and you need to implement an efficient and minimal-manual-intervention method for processing this data daily. What should you do?
A
Use the batch prediction functionality of AI Platform.
B
Create a serving pipeline in Compute Engine for prediction.
C
Use Cloud Functions for prediction each time a new data point is ingested.
D
Deploy the model on AI Platform and create a version of it for online inference.
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