AWS AI General Flashcards

1
Q

List all of the services available in AWS SageMaker AI?

A

Data Preparation & Labeling

  • Ground Truth: Data preparation and labeling. Could manage the labeling process for teams to label the data or 3rd parties or mechanical turks
  • Data Wrangler: Provide a visual interface to import from many locations, transform using many transformations including Python pandas, and output data to many locations
  • Feature store: Centralized repository to store, retrieve, and share ML features across models and teams.
  • Clarify: Detects bias in datasets and models and explains predictions for transparency and fairness.
  • Processing: Run data preprocessing and postprocessing workloads using your own containers or built-in environments.

Model Building & Experimentation

Model Training

Model Deployment & Inference

MLOps (CI/CD, Monitoring, Governance)

Edge, IoT, and Other Special Use Cases

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