October 2019
Intermediate to advanced
520 pages
13h 5m
English
Content preview from Professional Cloud Architect – Google Cloud Certification Guide
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Cloud Tensor Processing Units (TPUs)
In this section, we will explain what TPUs are. They are Google's custom-developed, application-specific integrated circuits (ASICs), which are used to speed up ML workloads.
They enhance the performance of linear algebra computation, which is used heavily in ML applications. TPUs facilitate a reduction in model training time from weeks to hours. In the following photograph, we can see a rack of servers using TPUs, which was presented at the Google Next conference:
As indicated by Google, the following factors make your model suitable for being trained with TPUs:
- Models using matrix computations
- Models ...
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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.