AWS Podcast

#488: re:Invent Swami Sivasubramanian Keynote 2021

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Dec 1, 2021
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INSIGHT

Simplifying ML Experimentation

  • Amazon SageMaker Studio Lab simplifies ML learning with a free, no setup environment based on Jupyter Lab.
  • It supports open frameworks like PyTorch, TensorFlow, and Hugging Face for flexible data science experimentation.
INSIGHT

Serverless ML Model Inference

  • SageMaker Serverless Inference automatically manages compute resources, provisioning and scaling based on demand.
  • You pay only when inference runs, ideal for intermittent or predictable ML traffic loads.
INSIGHT

Automated Data Labeling Service

  • Amazon SageMaker Ground Truth Plus automates high-quality training data labeling, reducing costs by up to 40%.
  • It manages labeling workforce and uses ML techniques like active learning for quality and efficiency.
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