Senior Machine Learning Mental Models: How Experienced Engineers Think, Make Tradeoffs, and Design Real-World ML Systems
Author:   Abdelfattah Ragab
Publisher:   tredition GmbH
ISBN:  

9783384802170


Pages:   100
Publication Date:   15 January 2026
Format:   Hardback
Availability:   Available To Order   Availability explained
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Senior Machine Learning Mental Models: How Experienced Engineers Think, Make Tradeoffs, and Design Real-World ML Systems


Overview

This book explores how senior machine learning engineers think, make decisions, and design real-world ML systems beyond models and algorithms. It focuses on mental models, tradeoffs, and failure modes that only appear in production, such as data drift, feedback loops, system reliability, monitoring, and ethical responsibility. Rather than teaching how to train models, the book explains how to frame problems correctly, evaluate impact, manage risk, and decide when machine learning should-or should not-be used. It is a practical guide to judgment, system thinking, and responsibility in modern machine learning engineering.

Full Product Details

Author:   Abdelfattah Ragab
Publisher:   tredition GmbH
Imprint:   tredition GmbH
Dimensions:   Width: 15.20cm , Height: 1.00cm , Length: 22.90cm
Weight:   0.308kg
ISBN:  

9783384802170


ISBN 10:   3384802179
Pages:   100
Publication Date:   15 January 2026
Audience:   General/trade ,  General
Format:   Hardback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

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