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
