Primary Resources

Primary Resources

These are the primary resources used in the course.

Coursera

There are four specializations in total: Noah Gift Coursera

• Python, Bash and SQL Essentials for Data Engineering Specialization
• Building Cloud Computing Solutions at Scale Specialization
• MLOps
• Applied Data Engineering
• Systems Programming in Rust

O’Reilly Learning Platform

All Duke students have access to the O’Reilly learning platform. The following resources from the platform will be referenced:

• Switching to Rust from Python
• Pragmatic AI: An Introduction to Cloud-Based Machine Learning
• Python for DevOps
• Testing In Python
• Python Command Line Tools
• Cloud Computing for Data Analysis
• Practical MLOps
• All O’Reilly content by Noah Gift

AWS

• AWS Academy (Will give students labs and learner sandbox)
• AWS Free Tier
• AWS Bootcamp

Github

• Github Codespaces - Instructor will invite.
• Github Actions - Useful for CI/CD.

Google

• Google Qwiklabs
• Google Free Tier
• Google For Students

Microsoft and Databricks

• Microsoft Learn
• Microsoft Azure Students
• Free Credits for Azure - Instructor will provide.
• Databricks Zero to MLOps