September 2021
Beginner to intermediate
458 pages
11h 38m
English
Content preview from Practical MLOps
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Appendix G. Additional Educational Resources
We all know that one book, one course, or one degree isn’t enough—instead, a process of continuous learning is the best method of staying up to date. One way to keep learning is to form a study group at your work, with your friends, or at school to keep growing. The following resources from classes I teach in ML engineering, MLOps, and applied computer vision can help you start.
Additional MLOps Critical Thinking Questions
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A former startup engineering manager mentions that “Agile” project management alone isn’t enough to ship a minimum viable product (MVP). Often a 3-month weekly schedule is also needed (i.e., waterfall planning). Discuss your response to this opinion.
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What problems does a continuous integration (CI) system solve?
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Why is a CI system an essential part of SaaS software?
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Why are cloud platforms the ideal target for analytics applications?
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How does deep learning benefit from the cloud?
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What are the advantages of managed services like Google BigQuery?
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How does Google BigQuery differ from a traditional SQL?
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How does machine learning (ML) prediction directly from BigQuery add value to the Google platform?
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What advantages could this have for analytics application engineering?
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How does AutoML have a lower total cost of ownership (TCO)?
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How could it have a higher TCO?
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What problems do different environments solve?
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What problems do a different environment create?
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How can you properly manage ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.