June 2025
Intermediate to advanced
338 pages
9h 17m
English
Content preview from Kubernetes for Generative AI Solutions
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5
Working with GenAI on K8s: Chatbot Example
In this chapter, we will build on the examples we discussed in Chapter 4 and start deploying those examples in K8s/Amazon EKS. We will start by deploying JupyterHub (https://jupyter.org/hub) on EKS, which can be used for model experimentation. Next, we will fine-tune the Llama 3 model within EKS and deploy it. Finally, we’ll set up a RAG-powered chatbot that will deliver personalized recommendations for an e-commerce company use case.
We’ll cover the following key topics:
- GenAI use cases for e-commerce
- Experimentation using JupyterHub
- Fine-tuning Llama 3 in K8s
- Deploying the fine-tuned model on K8s
- Deploying a RAG application on K8s
- Deploying a chatbot on K8s
Technical requirements
In this chapter, ...
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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.