Can I read Designing Machine Learning Systems : an Iterative Process for Production-ready Applications on EtoBox?

Designing Machine Learning Systems : an Iterative Process for Production-ready Applications by Chip Huyen; Safari, an O'Reilly Media Company is a science book available to read on EtoBox.

What is Designing Machine Learning Systems : an Iterative Process for Production-ready Applications about?

Many tutorials show you how to develop ML systems from ideation to deployed models. But with constant changes in tooling, those systems can quickly become outdated. Without an intentional design to hold the components together, these systems will become a technical liability, prone to errors and be quick to fall apart.In this book, Chip Huyen provides a framework for designing real-world ML systems that are quick to deploy, reliable, scalable, and iterative. These systems have the capacity to learn from new data, improve on past mistakes, and adapt to changing requirements and environments. Youâ??ll learn everything from project scoping, data management, model development, deployment, and infrastructure to team structure and business analysis.Learn the challenges and requirements of an ML system in productionBuild training data with different sampling and labeling methodsLeverage best techniques to engineer features for your ML models to avoid data leakageSelect, develop, debug, and evaluate ML models that are best suit for your tasksDeploy different types of ML systems for different hardwareExplore major infrastructural choices and hardware designsUnderstand the human side of ML,

Who reads Designing Machine Learning Systems : an Iterative Process for Production-ready Applications?

Author

Chip Huyen; Safari, an O'Reilly Media Company

Publisher

O'Reilly Media, Incorporated; O'Reilly Media

Published

2022

Language

EN

ISBN

9781098107932

Category

science

Subjects

Computer Science, Science, Business

Rating

4.7 / 5 (301 ratings)

Updated

2026-03-14