May 2022
Beginner to intermediate
272 pages
7h 46m
English
Content preview from Operating AI
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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 2Data Engineering Focused on AI
It's well known that without data you can't develop and train an AI model and that you can't run an AI model in a live production setting if your data flow is interrupted or stopped. Still, companies tend to invest much less time and money on managing all aspects of the data needed than they do on developing new algorithms and models. Why is that?
Some say it's because working with the data is not that exciting, whereas developing cool algorithms is what everyone wants to do. However, in my opinion, it's the data that is cool. The data is the foundation of everything related to analytics and AI, and without it we would have nothing. It's the data that enables us to see what we previously didn't see, understand what we didn't know, and manage or achieve capabilities previously unattainable.
Treating data as one of the most valuable business assets should be the main priority in any company. It's truly the way to stay on top of what is going on in your company, and it will help you understand what is not working and why, as well as foresee what is coming in order to give you time to prevent it from happening or be prepared to respond to any challenge as quickly and efficiently as possible.
So, keeping your data in order is vital. But where do you start? A first good step is to understand what data is available to you already and how that is being used today. And before you embark on a journey to get more data, be sure to understand what ...
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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.