📄️ AWS SageMaker
Train, deploy and monitor ML models on AWS SageMaker: training jobs, endpoints, pipelines, Model Monitor and cost control. 7 hours, exam and certificate.
📄️ 1. SageMaker overview
Module 1 of the AWS SageMaker premium course: the map of managed services, what SageMaker takes care of, minimal IAM roles and how the invoice is put together.
📄️ 2. Studio and notebooks
Module 2 of the AWS SageMaker premium course: domain and user profiles, notebook instances versus Studio, images and kernels, auto-shutdown to avoid paying overnight.
📄️ 3. S3 and Feature Store
Module 3 of the AWS SageMaker premium course: prefix organization on S3, CSV and Parquet formats, encryption, and the online and offline Feature Store.
📄️ 4. Training jobs
Module 4 of the AWS SageMaker premium course: the Estimator, input channels, instance type, S3 output, XGBoost on the churn dataset, and Spot instances.
📄️ 5. Custom scripts
Module 5 of the AWS SageMaker premium course: script mode with scikit-learn, SageMaker environment variables, dependencies, fully custom images and local debugging.
📄️ 6. Hyperparameter tuning
Module 6 of the AWS SageMaker premium course: parameter ranges, Bayesian strategy, objective metric, parallel jobs, early stopping and reading tuning results.
📄️ 7. Real-time endpoints
Module 7 of the AWS SageMaker premium course: Model, endpoint configuration, endpoint, autoscaling, serverless with cold start, and production variants.
📄️ 8. Batch transform
Module 8 of the AWS SageMaker premium course: when to prefer batch, splitting inputs, joining with IDs, and cost compared with a permanent endpoint.
📄️ 9. Pipelines and registry
Module 9 of the AWS SageMaker premium course: processing, training and evaluation steps, condition on the metric, registration, approval and triggers.
📄️ 10. Monitoring and cost
Module 10 of the AWS SageMaker premium course: Model Monitor for data quality and drift, CloudWatch, budgets and alerts, and the five causes of a surprise bill.
📄️ Recap and exam
Complete recap of the AWS SageMaker premium course: services by lifecycle stage, training, deployment, pipelines, monitoring and cost, then the 40-question exam.