yueyang0115 / cloud-data-analysis-at-scale

[Course-2021] taught at Duke MIDS. This is also a Coursera Course that goes live in early 2021. Stay Tuned!

Data Analysis at Scale in the Cloud

Course taught at Duke MIDS, Spring 2020 by Noah Gift.

• This is the course syllabus.
• These are the projects in the course
• This the week by week calendar
• This is the rubric for grading assignments
• This is the grading for the course
• This is the FAQ
• A complete online book with screencast videos is available here.

Lecture Topics:

Getting Started: [Week1]

• Getting Started

Cloud Computing Foundations: [Week2]

• Cloud Computing Foundations

Virtualization and Containers: [Week3 & Week 4]

• Containers, Virtualization and Elasticity

Challenges and Opportunities in Distributed Computing: [Week 5 & Week 6]

• Distributed Computing

Cloud Storage [Week 7 & Week 8]

• Cloud Storage

Serverless [Week 9 & Week 10]

• Serverless

Managed ML Systems, Big Data and Edge Computer Vision [Week 11 & Week 12 & Week 13]

• Managed ML Systems
• Edge Computer Vision Notebooks and Code

General

• Key Terms
• (Q&A) Question Answer

Student Example Projects

A practical guide to Data Science, Machine Learning Engineering and Data Engineering

Read Cloud Computing for Data Book

Text and Code License

The text and code content of notebooks and documents is released under the CC-BY-NC-ND license