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MLA-C01 · Question #169

An ML engineer is building an ML pipeline. The pipeline must process a dataset in two ways by using Amazon Athena. The pipeline must use batch processing to perform large-scale data transformations an

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Data Preparation for Machine Learning

Question

An ML engineer is building an ML pipeline. The pipeline must process a dataset in two ways by using Amazon Athena. The pipeline must use batch processing to perform large-scale data transformations and for model training. The pipeline must also use near real-time processing to perform low-latency queries for inference and analytics. Which file format will provide the LEAST latency for both types of processing?

Options

  • ACSV
  • BApache Parquet
  • CNested JSON
  • DDeserialized JSON

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Topics

#Data Formats#Amazon Athena#Latency Optimization#ML Data Processing
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