AIM214-R1 – Introducing Amazon SageMaker Studio, full IDE for ML (re:Invent 2019) – Key Takeaways

The Key

• SageMaker Studio overview with live demos

The Takeaways

• SageMaker is industry’s first ML IDE
• SageMaker Notebooks = CloudFormation for ML
• SageMaker Experiments
  • Run a whole ML stack with parameter tuning
  • Store and compare results
• SageMaker Debugger
  • Zero coding model debugger
  • Analyze your model and training process using rules
• SageMaker Model Monitor
  • Watches over production model performance
  • Detect drifts
  • Compute feature statistics
• SageMaker Autopilot
  • Fully automatic ML process
  • User input raw data and select column to predict
  • Algorithm, model creation, training done automatically
  • Transparent notebooks generation

The Non-essentials

• GE Healthcare case study
  • NOTE: Personally I find this case study a pure marketing for GE Healthcare, no relation whatsoever to SageMaker or SageMaker Studio, thumbs down!
  • AI-assisted ultrasound checking in India
  • Calibrating sonographs automatically

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