September 2018
Intermediate to advanced
587 pages
17h 34m
English
Content preview from Seeking SRE
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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.
Chapter 18. Introduction to Machine Learning for SRE
Why Use Machine Learning for SRE?
In clear and simple words: because it makes sense and mostly because we (now) can.
SRE, fundamentally, is what happens when you ask a software engineer to design an operations function.1
This chapter is based on the presentation I did at DrupalCon Vienna. Here we will be exploring some machine learning solutions for a few SRE open questions:
How do we automate those repetitive tasks that just generate toil and that no one wants to do?
How do we look at data and preview what’s going to happen to our system in the future?
How do we reinforce “applying software engineering to an operations function”?
The automation of operation processes is a critical target we pursue. As artificial intelligence (AI) and machine learning get better, the tasks that we can automate increase. If we keep the historical data to programmatically react to something new, we will be able to fix the issue beforehand because the system will alert us as to what is going to happen instead of having someone manually analyzing the past results and trying to preview the future.
I’ve just picked up a fault in the AE35 unit. It’s going to go 100% failure in 72 hours.
HAL 9000, 2001: A Space Odyssey
That gives us the chance to use our time for more innovative tasks and feature development. Although this certainly is not an overnight achievement, lately we have seen the line between the work of machines ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.