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Data Analysis at Scale in the Cloud

Course taught at Duke MIDS, Spring 2020-2022 by Noah Gift.

Github Repos Referenced Duke Coursera Course

Course 1: Cloud Computing Foundations

Course 2: Cloud Computing Building Blocks

Lecture Topics:

Getting Started: [Week1]

Cloud Computing Foundations: [Week2]

Virtualization and Containers: [Week3 & Week 4]

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

Cloud Storage [Week 7 & Week 8]

Serverless [Week 9 & Week 10]

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

General

Student Example Projects

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

Read Cloud Computing for Data Book cloud4data books

Next Steps: Take Coursera MLOps Course

cloud-specialization

Text and Code License

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

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[Course-2021] taught at Duke MIDS. This is also a Coursera Course that covers MLOps, ML Engineering and the foundations of Cloud Computing for Data Science.

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