Choosing the right metric is harder than it looks. Huyen breaks down the difference between (like F1-score or RMSE) and business metrics (like click-through rate or revenue), teaching you how to bridge that gap for stakeholders. How to Get the Most Out of the Content
The central thesis of Huyen’s book is that designing an ML system is fundamentally different from designing an ML model. The book is structured around three pillars: Designing Machine Learning Systems By Chip Huyen Pdf