Skip to main content

AWS SageMaker

Build, train and deploy ML models on AWS cloud.

Course Duration: 10 hours​

What You'll Learn​

  • SageMaker Studio
  • Built-in algorithms
  • Custom training jobs
  • Model deployment
  • Pipelines and automation
  • Cost optimization

Prerequisites​

  • ML fundamentals
  • AWS basics

Course Modules​

  1. AWS ML Services Overview
  2. SageMaker Studio Setup
  3. SageMaker Notebooks
  4. Built-in Algorithms
  5. Custom Training Scripts
  6. Hyperparameter Tuning
  7. Model Deployment
  8. Batch Transform
  9. SageMaker Pipelines
  10. Model Monitor
  11. Feature Store
  12. Cost Optimization

AWS Services Covered​

  • SageMaker Studio
  • SageMaker Training
  • SageMaker Endpoints
  • SageMaker Pipelines
  • S3, ECR, IAM