So this section is really targeting the student who wants to host a project for portfolio purposes, the hobbyist who’s hosting a toy project, or the data science leader who has no choice but to host things for themselves because they just can’t get IT/Admin support.
🎉🎉🎉 I’ve been two of those things in the last year!
Infrastructure as a Service (IaaS, “eye-az”)
Platform as a Service (PaaS, “pass”)
Software as a Service (SaaS, “sass”)
Service | AWS | Azure | GCP |
---|---|---|---|
Kubernetes cluster | EKS (Elastic Kubernetes Service) | AKS (Azure Kubernetes Service) | GKE (Google Kubernetes Engine) |
Run a function as an API | Lambda | Azure Functions | Google Cloud Functions |
Database | RDS/Redshift | Azure Database | Google Cloud SQL |
ML Platform | SageMaker | Azure ML | Vertex AI |