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The Machine Learning Solutions Architect Handbook - Second Edition

You're reading from  The Machine Learning Solutions Architect Handbook - Second Edition

Product type Book
Published in Apr 2024
Publisher Packt
ISBN-13 9781805122500
Pages 602 pages
Edition 2nd Edition
Languages
Author (1):
David Ping David Ping
Profile icon David Ping

Table of Contents (19) Chapters

Preface Navigating the ML Lifecycle with ML Solutions Architecture Exploring ML Business Use Cases Exploring ML Algorithms Data Management for ML Exploring Open-Source ML Libraries Kubernetes Container Orchestration Infrastructure Management Open-Source ML Platforms Building a Data Science Environment Using AWS ML Services Designing an Enterprise ML Architecture with AWS ML Services Advanced ML Engineering Building ML Solutions with AWS AI Services AI Risk Management Bias, Explainability, Privacy, and Adversarial Attacks Charting the Course of Your ML Journey Navigating the Generative AI Project Lifecycle Designing Generative AI Platforms and Solutions Other Books You May Enjoy
Index

Summary

In this chapter, we covered Kubernetes, a robust container management platform that forms the infrastructure foundation for constructing open-source ML platforms. Throughout this chapter, you gained an understanding of containers and insights into the functioning of Kubernetes. Moreover, you acquired hands-on experience in establishing a Kubernetes cluster on AWS by leveraging AWS EKS. Additionally, we explored the process of deploying a containerized Jupyter Notebook application onto the cluster, thereby creating a fundamental data science environment. In the next chapter, we will shift our focus toward exploring a selection of open-source ML platforms that seamlessly integrate with the Kubernetes infrastructure.

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