A Data Scientist Uses an Amazon SageMaker Notebook Instance to Conduct

question 85

Multiple Choice

A data scientist uses an Amazon SageMaker notebook instance to conduct data exploration and analysis. This requires certain Python packages that are not natively available on Amazon SageMaker to be installed on the notebook instance. How can a machine learning specialist ensure that required packages are automatically available on the notebook instance for the data scientist to use?

• A) Install AWS Systems Manager Agent on the underlying Amazon EC2 instance and use Systems Manager Automation to execute the package installation commands.
• B) Create a Jupyter notebook file (.ipynb) with cells containing the package installation commands to execute and place the file under the /etc/init directory of each Amazon SageMaker notebook instance.
• C) Use the conda package manager from within the Jupyter notebook console to apply the necessary conda packages to the default kernel of the notebook.
• D) Create an Amazon SageMaker lifecycle configuration with package installation commands and assign the lifecycle configuration to the notebook instance.

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Definitions:

Abandonment

The act of leaving someone without support or care, often resulting in emotional or psychological distress.

Adrenal Medulla

The inner part of the adrenal glands that releases adrenaline and noradrenaline in response to stress, thereby preparing the body for 'fight or flight' reactions.

Catecholamines

A group of neurotransmitters, including dopamine, norepinephrine, and epinephrine, that play key roles in the body's stress response.

Corticosteroids

A class of steroid hormones produced in the adrenal cortex or made synthetically, used medicinally to reduce inflammation and modify the immune response.