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Approaches to training ML programs
Machine learning is a subset of AI focused on developing computer programs that can analyze data to make decisions or predictions. AI designers often use ML in their AI programs because it doesn’t have the limitations of rule-based techniques. There are three common approaches to training ML programs: Supervised learning In this approach, the ML…
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Dynamic Workload Scheduler
Dynamic Workload Scheduler is a resource management and job scheduling platform designed for AI Hypercomputer. Dynamic Workload Scheduler improves your access to AI/ML resources, helps you optimize your spend, and can improve the experience of workloads such as training and fine-tuning jobs, by scheduling all the accelerators needed simultaneously. Dynamic Workload Scheduler supports TPUs and…
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colocation facility
Before you set up Dedicated Interconnect, your network must physically meet Google’s network in a supported colocation facility, also known as a connection location. This facility is where a vendor, the colocation facility provider, provisions a circuit between your network and a Google Edge point of presence (PoP). It is important to generate LOA for…
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var Versus :=
For a small language, Go has a lot of ways to declare variables. There’s a reason for this: each declaration style communicates something about how the variable is used. Let’s go through the ways you can declare a variable in Go and see when each is appropriate. The most verbose way to declare a variable in…
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A sample Makefile
Here’s a sample Makefile to add to our very simple project: Even if you haven’t seen a Makefile before, it’s not too difficult to figure out what is going on. Each possible operation is called a target. The .DEFAULT_GOAL defines which target is run when no target is specified. In our case, we are going to run the build target.…
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The Go Playground
There’s one more important tool for Go development, but this is one that you don’t install: The Go Playground
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The Go Command
Out of the box, Go ships with many development tools. You access these tools via the go command. They include a compiler, code formatter, linter, dependency manager, test runner, and more. As we learn how to build high-quality idiomatic Go, we’ll explore many of these tools throughout the book. Let’s start with the ones that we use to…
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Learn by doing
Work on X as quickly as you could and learn A, B and C
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Annotations
Annotations provide a place to store additional metadata for Kubernetes objects where the sole purpose of the metadata is assisting tools and libraries. They are a way for other programs driving Kubernetes via an API to store some opaque data with an object. Annotations can be used for the tool itself or to pass configuration information…
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Labels
Labels provide identifying metadata for objects. These are fundamental qualities of the object that will be used for grouping, viewing, and operating. If we want to list only Pods that have the ver label set to 2, we could use the –selector flag: In addition to enabling users to organize their infrastructure, labels play a critical role in linking various related Kubernetes…