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.
Chapter 1. Introduction to MLOps
Since 1986, I have had a few more deaths, several from insufficient attention but mainly from deliberately pushing the limits in various directions—taking a chance in bonsai is a bit like taking a chance with love; the best outcome requires risky exposure to being hurt and no guarantee of success.
Dr. Joseph Bogen
One of the powerful aspects of science fiction is its ability to imagine a future without constraints. One of the most influential science fiction shows of all time is the TV show Star Trek, which first aired in the mid-1960s, approximately 60 years ago. The cultural impact inspired designers of technology like the Palm Pilot and hand-held cellular phones. In addition, Star Trek influenced the cofounder of Apple computer, Steve Wozniak, to create Apple computers.
In this age of innovation in machine learning, there are many essential ideas from the original series relevant to the coming MLOps (or Machine Learning Operations) industrial revolution. For example, Star Trek hand-held tricorders can instantly classify objects using pretrained multiclass classification models. But, ultimately, in this futuristic science-fiction world, domain experts like the science officers, medical officers, or captain of the ship, don’t spend months training machine learning models. Likewise, the crew of their science vessel, the Enterprise, are not called data scientists. Instead, they have jobs where they often use data science.
Many of ...
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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.