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OCI Datascience 2025-01

OCI Datascience 2025-01
7問 • 10ヶ月前
  • Hideki Ishibashi
  • 通報

    問題一覧

  • 1

    What is the key difference between one-hot encoding and label encoding in categorical feature transformation?

    One-hot encoding converts a categorical column into multiple binary columns, while label encoding assigns unique integers.

  • 2

    You want to ensure that all stdout and stderr from your code are automatically collected and logged, without implementing additional logging in your code. How would you achieve this with Data Science Jobs?

    On job creation, enable logging and select a log group. Then, select either a log or the option to enable automatic log creation.

  • 3

    Using Oracle AutoML, you are tuning hyperperameters on a supported model class and have specified a time budget. AutoML terminates computation once the time budget is exhausted. What would you expect AutoML to return in case the time budget is exhausted before hyperparameter tuning is completed?

    The current best-known hyperparameter configuration is returned.

  • 4

    You have created a Data Science project in a compartment called Development and shared it with a group of collaborators. You now need to move the project to a different compartment called Production after completing the current development iteration. Which statement is correct?

    You can move a project to a different compartment without affecting its associated notebook sessions and models.

  • 5

    Which two statements are true about published conda environments?

    The odsc conda init command is used to configure the location of published conda environments., Your notebook session acts as the source to share published conda environments with team members.

  • 6

    You train a model to predict housing prices for your city. Which two metrics from the Accelerated Data Science (ADS) ADSEvaluator class can you use to evaluate the regression model?

    Explained Variance Score, Mean Absolute Error

  • 7

    You are setting up a fine-tuning job for a pre-trained model on Oracle Data Science. You obtain the pre-trained model from HuggingFace, define the training job using the ADS Python API, and specify the OCI bucket. The training script includes downloading the model and dataset. Which of the following steps will be handled automatically by the ADS during the job run?

    Setting up the conda environment and installing additional dependencies

  • OCI Architect 2024

    OCI Architect 2024

    Hideki Ishibashi · 12問 · 1年前

    OCI Architect 2024

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    12問 • 1年前
    Hideki Ishibashi

    AZ-140 YES or No

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    Hideki Ishibashi · 25問 · 1年前

    AZ-140 YES or No

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    Hideki Ishibashi

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    AZ350-03_Yes or No

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    Hideki Ishibashi

    AZ-140 02

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    Hideki Ishibashi · 3回閲覧 · 12問 · 1年前

    AZ-140 02

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    AZ350-03

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    Hideki Ishibashi · 9問 · 1年前

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    AZ-350-CaseStudy02

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    AZ350-CaseStudy03

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    Hideki Ishibashi · 9問 · 1年前

    AZ350-CaseStudy03

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    Hideki Ishibashi

    AZ-140 追加問題

    AZ-140 追加問題

    Hideki Ishibashi · 11問 · 1年前

    AZ-140 追加問題

    AZ-140 追加問題

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    AZ-140 追加問題Yes or No

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    Hideki Ishibashi · 6問 · 1年前

    AZ-140 追加問題Yes or No

    AZ-140 追加問題Yes or No

    6問 • 1年前
    Hideki Ishibashi

    AZ140-追加問題選択

    AZ140-追加問題選択

    Hideki Ishibashi · 25問 · 1年前

    AZ140-追加問題選択

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    問題一覧

  • 1

    What is the key difference between one-hot encoding and label encoding in categorical feature transformation?

    One-hot encoding converts a categorical column into multiple binary columns, while label encoding assigns unique integers.

  • 2

    You want to ensure that all stdout and stderr from your code are automatically collected and logged, without implementing additional logging in your code. How would you achieve this with Data Science Jobs?

    On job creation, enable logging and select a log group. Then, select either a log or the option to enable automatic log creation.

  • 3

    Using Oracle AutoML, you are tuning hyperperameters on a supported model class and have specified a time budget. AutoML terminates computation once the time budget is exhausted. What would you expect AutoML to return in case the time budget is exhausted before hyperparameter tuning is completed?

    The current best-known hyperparameter configuration is returned.

  • 4

    You have created a Data Science project in a compartment called Development and shared it with a group of collaborators. You now need to move the project to a different compartment called Production after completing the current development iteration. Which statement is correct?

    You can move a project to a different compartment without affecting its associated notebook sessions and models.

  • 5

    Which two statements are true about published conda environments?

    The odsc conda init command is used to configure the location of published conda environments., Your notebook session acts as the source to share published conda environments with team members.

  • 6

    You train a model to predict housing prices for your city. Which two metrics from the Accelerated Data Science (ADS) ADSEvaluator class can you use to evaluate the regression model?

    Explained Variance Score, Mean Absolute Error

  • 7

    You are setting up a fine-tuning job for a pre-trained model on Oracle Data Science. You obtain the pre-trained model from HuggingFace, define the training job using the ADS Python API, and specify the OCI bucket. The training script includes downloading the model and dataset. Which of the following steps will be handled automatically by the ADS during the job run?

    Setting up the conda environment and installing additional dependencies