cloud-data-analysis-at-scale

Course Calendar 2022 Course Calendar Projects discussions-rubric Data Analysis in the Cloud at Scale Questions and Answers AWS Lambda Cloud Databases Cloud Data Warehouse Cloud ETL Cloud Object Storage Cloud Onboarding Cloud Service Model What is Continuous Delivery and Continuous Deployment?Data Governance Challenges and Opportunities in Distributed Systems Containers: Docker Effective Async Technical Discussions Effective Async Technical Project Management Jupyter Notebook Workflow Elastic Resources End of Moore’s Law Faas (Function as a Service)Running Kubernetes locally with Docker Desktop and sklearn flask IaC Key Terms and Industry Jargon Kubernetes Creating a Locust Loadtest with Flask Operationalizing a Microservice Overview PaaS Continuous Delivery Exercise: Sagemaker Scavenger Hunt Using APIS Data Analysis at Scale in the Cloud

IaC

IaC

Terraform

Terraform is a popular IaC provider that can provision an entire infrastructure as code.

Pulumi

Cloud Formation

Helm

First Generation IaC

Chef
Puppet
Ansible

IAC References

GCP IAC

cloud-data-analysis-at-scale

[WEB]noahgift.com

[BOOK]-Cloud Computing for Data Analysis

[COURSE GITHUB]

[Course-2020-2023] taught at Duke MIDS. This is also a Coursera Course that covers MLOps, ML Engineering and the foundations of Cloud Computing for Data Science.