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
Github
- Github Codespaces - Instructor will invite.
- Github Actions - Useful for CI/CD.
Microsoft and Databricks
- Microsoft Learn
- Microsoft Azure Students
- Free Credits for Azure - Instructor will provide.
- Databricks Zero to MLOps