Getting started with Amazon SageMaker

Lab 01: Setting up a Notebook instance

Lab 02: Feature engineering with XGBoost

Lab 03: Regression with Amazon SageMaker built-in algorithm XGBoost

Lab 04: Hyperparameter tuning with Amazon SageMaker

Advanced topics

Lab 05: Bring your own custom model with Amazon SageMaker

Lab 06: Debugging XGBoost Training Jobs with Amazon SageMaker Debugger

Lab 07: SageMaker Model Monitor - visualizing monitoring results

Lab 08: Autoscaling Amazon SageMaker endpoints

Bonus

Lab 02a: Feature engineering with scikit-learn