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Exam AWS Certified Machine Learning Engineer - Associate MLA-C01 All Questions

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Exam AWS Certified Machine Learning Engineer - Associate MLA-C01 topic 1 question 105 discussion

A company receives daily .csv files about customer interactions with its ML model. The company stores the files in Amazon S3 and uses the files to retrain the model. An ML engineer needs to implement a solution to mask credit card numbers in the files before the model is retrained.

Which solution will meet this requirement with the LEAST development effort?

  • A. Create a discovery job in Amazon Macie. Configure the job to find and mask sensitive data.
  • B. Create Apache Spark code to run on an AWS Glue job. Use the Sensitive Data Detection functionality in AWS Glue to find and mask sensitive data.
  • C. Create Apache Spark code to run on an AWS Glue job. Program the code to perform a regex operation to find and mask sensitive data.
  • D. Create Apache Spark code to run on an Amazon EC2 instance. Program the code to perform an operation to find and mask sensitive data.
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Suggested Answer: B 🗳️

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eesa
1 month ago
Selected Answer: B
La empresa necesita una solución automatizada para enmascarar números de tarjetas de crédito en archivos CSV almacenados en Amazon S3, antes de que los datos sean utilizados para reentrenar un modelo de Machine Learning. La opción B es la mejor solución porque: ✅ AWS Glue tiene integración nativa con S3, lo que facilita el procesamiento de los archivos sin desarrollo adicional. ✅ Glue Studio proporciona detección de datos sensibles (Sensitive Data Detection), lo que reduce el esfuerzo de desarrollo comparado con programar regex manualmente. ✅ Es una solución completamente administrada, eliminando la necesidad de mantener infraestructura en EC2. ✅ Spark en AWS Glue permite manejar grandes volúmenes de datos, ideal para procesamiento de múltiples archivos diarios.
upvoted 1 times
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michele_scar
1 month ago
Selected Answer: B
Macie can't take any actions, It can be only a discovery service.
upvoted 1 times
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ygn4ei
1 month ago
Selected Answer: A
correct
upvoted 1 times
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