AWS

aws · Cloud, platform and reliability · tool

Also known as: aws, amazon web services.

Narrower concepts

• AWS Bedrock
• AWS EKS
• DynamoDB
• Amazon SageMaker
• SQS

The lesson for this

• AWS and EKS foundations for an ML platform
• Deploying into customer clouds: AWS, Google Cloud and Azure

Practice paths with this tool

• Practice: Autoscaling and cost efficiency: right-sizing, spot mix and GPU utilization
• Practice: Deploying into customer clouds: AWS, Google Cloud and Azure
• Practice: Containers, CI/CD and serverless delivery
• Practice: Networking for private, air-gapped and classified customer environments
• Practice: Scaling and performance-cost tradeoffs for LLM systems
• Practice: Security, identity and access, and compliance for ML platforms
• Practice: Technical scoping, design docs and solution architecture for customer engagements

Pathways that reach it

• AI forward deployed engineer
• MLOps / ML platform engineer