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O'Reilly Media

O'Reilly Media: Designing Machine Learning Systems An Iterative Process For

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Description

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Dive into the world of machine learning with 'Designing Machine Learning Systems' by Chip Huyen, a comprehensive guide for both newcomers and seasoned professionals. This book offers an essential framework for designing ML systems that are reliable, scalable, and easy to maintain. You'll explore real-world case studies that illustrate key concepts and make complex ideas accessible. The iterative approach presented will empower you to address challenges in deploying and monitoring machine learning models effectively. A must-read for anyone serious about making an impact in machine learning.

In 'Designing Machine Learning Systems: An Iterative Process For', Chip Huyen provides a deep dive into the architecture and functionality of machine learning systems. This book is not just for the tech-savvy; it is designed to be accessible for readers from all backgrounds. Huyen's expert insights stem from years of experience and teaching, making complex subjects understandable through practical examples and a clear writing style. The iterative framework outlined in the book emphasizes the importance of adaptability and continuous improvement, crucial elements in the fast-paced world of ML. You will learn how to make informed design decisions that cater specifically to your business challenges, ranging from data engineering to model retraining and monitoring. By studying this guide, you'll be equipped to build systems that not only meet current demands but also anticipate future changes. Huyen's comprehensive approach covers various scenarios such as automating model updates, selecting appropriate metrics, and ensuring ethical considerations in model deployment. This essential resource will become your go-to guide whether you're setting up your first ML project or looking to enhance existing systems.

Usage ideas This book can be used as a primary textbook for machine learning courses, a reference guide for data scientists and engineers developing ML systems, or a foundational resource for business leaders interested in implementing machine learning in their organizations. It serves as a valuable tool for anyone looking to deepen their understanding of the field and improve their team’s approach to machine learning initiatives.

Frequently asked questions


- Marca: O'Reilly Media
- Código universal de producto: 9781098107963
- Condición del ítem: Nuevo
- Modelo: Inglés
- Formato: Físico
- Idioma: Inglés
- Título del libro: Designing Machine Learning Systems An Iterative Process For
- Autor: Huyen, Chip
- Editorial del libro: O'Reilly Media
- Tapa del libro: Blanda
- Año de publicación: 2022
- Cantidad de páginas: 386
- Tipo de narración: Novela

Vendor listing title: Book : Designing Machine Learning Systems An Iterative...
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Additional Information

Origin:
Argentina
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