This course is for anyone preparing for the third domain of the AWS Data Analytics (DAS-C01) exam.
Overview
Syllabus
1. Determine Appropriate Data Processing Solution Requirements
- Introduction to domain
- Key concepts for Kubernetes
- Kubernetes clusters
- Kubernetes pods
- Kubernetes service deployments
- Running minikube
- Running minikube with FastAPI
- Building tiny containers
- AWS App Runner API
- PyTorch, FastAPI, and App Runner
- AWS App Runner with C#
- Options for container orchestration
- AWS ECS Fargate for .NET
- Load testing with Locust
- SRE mindset for MLOps
- Compute choices
- Provisioning EC2
Taught by
Noah Gift