Exam Professional Machine Learning Engineer topic 1 question 278 discussion - ExamTopics

This question focuses on optimizing XGBoost model training on Vertex AI using custom containers and minimizing startup time by efficiently managing data and dependencies.
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You need to train an XGBoost model on a small dataset. Your training code requires custom dependencies. You want to minimize the startup time of your training job. How should you set up your Vertex AI custom training job?

  • A. Store the data in a Cloud Storage bucket, and create a custom container with your training application. In your training application, read the data from Cloud Storage and train the model.
  • B. Use the XGBoost prebuilt custom container. Create a Python source distribution that includes the data and installs the dependencies at runtime. In your training application, load the data into a pandas DataFrame and train the model.
  • C. Create a custom container that includes the data. In your training application, load the data into a pandas DataFrame and train the model.
  • D. Store the data in a Cloud Storage bucket, and use the XGBoost prebuilt custom container to run your training application. Create a Python source distribution that installs the dependencies at runtime. In your training application, read the data from Cloud Storage and train the model.
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Suggested Answer: A 🗳️

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Category: Technology
Tags: Machine Learning XGBoost Vertex AI cloud computing Custom Training
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