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A data scientist wants to quickly deploy a pre-trained NLP model for sentiment analysis without building from scratch. Which SageMaker service provides pre-trained models and example notebooks?
A
SageMaker JumpStart
B
SageMaker Ground Truth
C
SageMaker Feature Store
D
SageMaker Canvas
Explanation:
SageMaker JumpStart is the correct answer because it provides:
Pre-trained models for common tasks like NLP (sentiment analysis), computer vision, and tabular data
Example notebooks with ready-to-use code
One-click deployment capabilities
Solution templates for common use cases
Why other options are incorrect:
B) SageMaker Ground Truth: This service is for data labeling and annotation, not pre-trained models
C) SageMaker Feature Store: This is for storing, sharing, and managing ML features, not pre-trained models
D) SageMaker Canvas: This is a no-code ML tool for business analysts, focused on building models rather than providing pre-trained ones
SageMaker JumpStart is specifically designed to help users quickly get started with ML by providing pre-built solutions and models, making it ideal for the data scientist's requirement to deploy a pre-trained NLP model without building from scratch.