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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, I have shared some of my personal experience as an ML solutions architect and provided an overview of core concepts and components involved in the ML lifecycle. We discussed the key responsibilities of the ML solutions architect role throughout the lifecycle. This chapter aimed to give you an understanding of the technical and business domains required to work effectively as an ML solutions architect. With this foundational knowledge, you should now have an appreciation for the breadth of this role and its integral part in delivering successful ML solutions.

In the upcoming chapter, we will dive into various ML use cases across different industries, such as financial services and media and entertainment, to gain further insights into the practical applications of ML.

Join our community on Discord

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https://packt.link/mlsah

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The Machine Learning Solutions Architect Handbook - Second Edition
Published in: Apr 2024 Publisher: Packt ISBN-13: 9781805122500
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