Reviewers and practitioners often cite this book as superior for interview prep specifically because of its highly structured, "battle-tested" approach:

Here is how Aminian's approach stacks up and why many candidates find it superior for specific interview tracks: 1. Granular MLOps Focus

It is better as a comprehensive production ML textbook (buy Chip Huyen for that). It is not better as a general system design book (buy Alex Xu for that).

The book by Ali Aminian and

Depending on your level of experience, you might find other resources more or less suitable: Designing Machine Learning Systems by Chip Huyen

What (e.g., Mid-level, Senior, Staff) are you preparing for?

: Practical focus on pipeline design.

To understand why one would seek a "better" version, one must first appreciate the standard Aminian has set. Unlike general system design books that focus heavily on distributed databases and web servers, Aminian’s work fills a critical void by bridging the gap between Data Science (modeling) and Software Engineering (infrastructure).