September 2024
Intermediate to advanced
298 pages
8h 12m
English
book
Building AI Intensive Python Applications
by Rachelle Palmer, Ben Perlmutter, Ashwin Gangadhar, Nicholas Larew, Sigfrido Narváez, Thomas Rueckstiess, Henry Weller, Richmond Alake, Shubham Ranjan
Content preview from Building AI Intensive Python Applications
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6
AI/ML Application Design
As the landscape of intelligent applications evolves, their architectural design becomes pivotal for efficiency, scalability, operability, and security. This chapter provides a guide on key topics to consider as you embark on creating robust and responsive AI/ML applications.
The chapter begins with data modeling, examining how to organize data in a way that maximizes effectiveness for three different consumers: humans, applications, and AI models. You will learn about data storage, considering the impact of different data types and determining the best storage technology. You will estimate storage needs and determine the best MongoDB Atlas cluster configuration for your example application.
As you learn about data ...
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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.