Cloud Fundamentals
- AWS Storage offerings – 100 minutes
- AWS Database Offerings – 5 ½ hours
- AWS Well-Architected – 1 ½ hours
Compute Focused
Containers and Serverless
- Introduction to Containers – 15 minutes:
- Amazon Elastic Container Service (ECS) Primer – 30 minutes
- Amazon Elastic Kubernetes Service (EKS) Primer – 1 hour
- Introduction to Amazon Elastic Container Registry (ECR) – 10 minutes
- Architecting Serverless Solutions – 3 hours
- AWS Lambda Foundations – 1 hour
- Amazon API Gateway for Serverless Applications – 75 minutes
- Introduction to Serverless Development - 25 minutes
EC2
- Introduction to Amazon Elastic Compute Cloud (EC2) – 10 minutes
- Introduction to EC2 Auto Scaling – 10 minutes
- Introduction to Amazon Elastic Load Balancer – Application – 15 minutes
Machine Learning Focused
- Twitch Series: AWS Power Hour Machine Learning – 8 hours
- Machine Learning in the Cloud with AWS Batch – 30 minutes
- AWS Foundations: Machine Learning Basics - 30 minutes
- Developing Machine Learning Applications – 2 hours
- ML Building Blocks: Services and Terminology - 65 minutes
- The Elements of Data Science – 8 hours
- Digital Catalog: There are many specialized free courses specific to ML use cases