August 2025
Intermediate to advanced
460 pages
9h 55m
English
Content preview from Supercharged Coding with GenAI
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14
GenAI for Runtime and Memory Management
In the age of big data, artificial intelligence, and intensive data processing, an essential characteristic of well written Python programs is their ability to efficiently manage both memory usage and runtime performance. As part of the Software Development Life Cycle (SDLC), it is common practice to profile our programs, anticipate performance limitations and strive for efficiency in both aspects.
In addition to utilizing traditional tools for profiling program performance and addressing inefficiencies, we can leverage the model mastery of Large Language Models (LLMs) to code profile snippets, analyze maximal capacities, and optimize code to handle larger workloads.
In this chapter, we will examine ...
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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.