Course curriculum
-
1
Deployment Overview and Setup
- ML Deployment Basics and AWS Hosting Options
- Hands-on roadmap with CloudShell setup and training project files
- Quiz
-
2
Container Workflow: ECR to Lambda
- Build Docker image, push to ECR, and create Lambda from container
- Fix Lambda output formatting and repush the updated image
- Update the Lambda image and verify the new test output
- Quiz
-
3
API Deployment and Frontend Access
- Expose Lambda as an API using API Gateway
- Deploy and test the API and get the invoke URL
- Enable CORS for browser or frontend access
- Quiz
-
4
Logging and Monitoring
- Enable logging and monitoring using CloudWatch
- Verify CloudWatch logs using Log Groups
- Quiz