Sagemaker Flashcards
What is SageMaker?
It is a fully managed service to build ML models.
What are the main functions of SageMaker?
Collect and prepare Data
Build and train ML models
Deploy and monitor the performance
What is Automatic Model Tuning?
It automatically chooses your hyperparameters for better performance. Saves time and money.
Can you deploy your model from SageMaker?
Yes. It is a one-click deployment.
What deployment options are available for SageMaker?
Real-time - Fast
Serverless (only select memory). Can suffer from cold start. Sporadic short term use.
Asynchronous - Near real-tiime
Batch Transform - Bulk processing for large datasets
What is SageMaker Studio?
It is an end-to-end ML development interface that supports
team collaboration
tuning
deployment
What is SageMaker Data Wrangler?
A tool for preparing, transforming, and feature engineering of tabular and image data for machine learning.
Can you visualize your data in Data Wrangler?
Yes. you can explore and cleanse it too.
Does Data Wrangler support SQL?
Yes
What is the SageMaker feature store?
It ingests features from a variety of sources
What is SageMaker Clarify?
It evaluates foundation models.
Can SageMaker Clarify evaluate human factors such as humor?
Yes
Does Sagemaker Clarify show model explainability?
Yes.
Can SageMaker Clarify detect and explain biases in your datasets and models?
Yes
What is SageMaker Ground Truth?
It is reinforcement learning from human feedback. Aligns model to human preferences.
What does SageMaker Ground Truth Plus do?
Label Data
What are SageMaker model cards?
Includes all the model information like intended uses, risk ratings, and training details.
What is the SageMaker role manager?
Allows you to define roles for those responsible for contributing to the project.
What is SageMaker Model Monitor?
It monitors the quality of your model in production.
Can model drift be detected in SageMaker?
Yes. Using Model Monitor
Does SageMaker have Model version control?
Yes. Using Model Registry
How would you create an approval process for your model in SageMaker?
Using Model Registry
What are SageMaker Pipelines?
They are workflows that automate the process of building, training, and deploying an ML model. CI/CD for
