September 2021
Beginner to intermediate
458 pages
11h 38m
English
Content preview from Practical MLOps
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Appendix A. Key Terms
This section contains select key terms that crop up often in teaching cloud computing, MLOps, and machine learning engineering:
- Alerts
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Alerts are health metrics that have actions associated with them. An example would be an alert that sends a text message to a software engineer when a web service returns multiple error status codes.
- Amazon ECR
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Amazon ECR is a container registry that stores Docker format containers.
- Amazon EKS
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Amazon EKS is a managed Kubernetes service created by Amazon.
- Autoscaling
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Autoscaling is the process of scaling load up or down automatically based on how many resources the nodes are using.
- AWS Cloud9
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AWS Cloud9 is a cloud-based development environment running in AWS. It has special hooks for developing serverless applications.
- AWS Lambda
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A serverless compute platform by AWS that has FaaS capability.
- Azure Container Instances (ACI)
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Azure Container Instances is a managed service from Microsoft that allows you to run container images without managing servers to host them.
- Azure Kubernetes Service (AKS)
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Azure Kubernetes Service is a managed Kubernetes service created by Microsoft.
black-
The
blacktool formats the text of Python source code automatically. - Build server
-
A build server is an application that works in both the testing and deployment of software. Popular build servers can be both SaaS or open source. Here are a few popular options:
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Jenkins is an open source build server that can run anywhere ...
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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.