Designing Machine Learning Systems By Chip Huyen Pdf -

Huyen dedicates significant space to (change in input distribution), label shift (change in output distribution), and concept shift (change in relationship between input and output). She provides statistical tests (Kolmogorov–Smirnov, Population Stability Index) and monitoring strategies.

"Designing Machine Learning Systems" by Chip Huyen is a comprehensive guide to building and deploying machine learning systems. The PDF version of the book provides a detailed overview of the key concepts and takeaways. Whether you're a machine learning practitioner, data scientist, software engineer, or business stakeholder, this book is an essential resource for anyone interested in machine learning systems. By reading this book, you'll gain a deeper understanding of machine learning systems and be able to design and deploy effective systems that drive business value. Designing Machine Learning Systems By Chip Huyen Pdf