As the lead ML Engineer for your company, you are responsible for building ML models to digitize scanned customer forms. You have developed a TensorFlow model that converts the scanned images into text and stores them in Cloud Storage. You need to use your ML model on the aggregated data collected at the end of each day with minimal manual intervention. What should you do?
To process aggregated data at the end of each day with minimal manual intervention, utilizing the batch prediction functionality of AI Platform is the most suitable option. Batch prediction is designed for scenarios where predictions need to be made on a large amount of data at once, which aligns with processing data collected at the end of each day. This method reduces the need for real-time predictions and minimizes manual intervention by leveraging a managed service specifically designed for batch tasks.
Use the model at the end of the day => Not D, C. Minimize manual intervention => not B Ans: A
Another vote for A. Technically, through the right lens D could be correct as well, but what tipped me towards A was batch vs online predictions and the need for less manual work.
A https://cloud.google.com/ai-platform/prediction/docs/batch-predict
Because aggregated data can be sent at the end of the day for batch prediction and AI platform is managed so satisfy minimal intervention requirement Not B as violates minimal intervention requirement Not C and D as real-time or online inference is not needed since data is aggregated at the end of the day
https://cloud.google.com/ai-platform/prediction/docs/batch-predict
"You need to use your ML model on the aggregated data" that means we need the batch prediction feature in AI platform
A. https://datatonic.com/insights/vertex-ai-improving-debugging-batch-prediction/#:~:text=Vertex%20AI%20Batch%20Prediction%20provides,to%20GCS%20or%20BigQuery%2C%20respectively.
You need to use your ML model on the aggregated data collected at the end of each day with minimal manual intervention.
There is only A, for me.
Went with A
A is the only way
A is the most efficient
A) This a batch prediction using AI Platform