Cloud computing for Data Full Course walkthrough
19Data Analysis in the Cloud at Scale
Spring 2020-2022
Duke MIDS
Course Description
This course is designed to give you a comprehensive view of cloud computing including Big Data and Machine Learning. A variety of learning resources will be used including interactive labs on Cloud Platforms (Google, AWS, Azure). This is a project-based course with extensive hands-on assignments.
Course Goals and Learning Objectives
Upon successful completion of this course, you will be able to:
Summarize the fundamentals of cloud computing
Evaluate the economics of cloud computing
Accurately evaluate distributed computing challenges and opportunities and apply this knowledge to real-world projects.
Develop non-linear life-long learning skills
Build, share and present compelling portfolios using: Github, YouTube, and Linkedin.
Develop Metacognition skills
Syllabus: https://noahgift.github.io/cloud-data-analysis-at-scale/syllabus
Week by Week Schedule: https://noahgift.github.io/cloud-data-analysis-at-scale/calendar-2022
If you enjoyed this video, here are additional resources to look at:
Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-computing-solutions-at-scale
O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017
O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/
Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/
Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ
Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8
Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7
Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7
Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q
View content on noahgift.com: https://noahgift.com/
View content on Pragmatic AI Labs Website: https://paiml.com/
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