Senior Machine Learning Mental Models: How Experienced Engineers Think, Make Tradeoffs, and Design Real-World ML Systems - Softcover

Ragab, Abdelfattah

Softcover

ISBN 10: 3384802160 ISBN 13: 9783384802163

Verlag: tredition, 2026

Inhaltsangabe

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.

Über diesen Titel

Über die Autorin bzw. den Autor

Abdelfattah Ragab is an experienced software developer with over 20 years of experience in the field. In his long career, he has specialized in various aspects of web development, especially front-end technologies. He is known for his expertise in frameworks such as Angular and React, as well as his knowledge of HTML5 and CSS. Abdelfattah is also a successful author who has written several books for beginners and experienced developers. His works include titles such as "Responsive Layouts: Flex, Grid & Multi-Column" and "Angular Shopping Store"," which provide a comprehensive insight into modern web development practices. These books cover not only basic concepts but also advanced techniques, making them valuable resources for anyone looking to improve their skills in web technologies. With his publications, Abdelfattah aims to bridge the gap between theoretical knowledge and practical application. His books often include practical projects, such as developing e-commerce applications and integrating payment systems like Stripe, which help readers gain real-world experience. This approach reflects his commitment to providing his readers with a deeper understanding of web development. In addition to his writing, Abdelfattah works as a front-end lead, which allows him to stay up to date on industry trends and best practices.

Details zur Ausgabe

• Verlag: tredition
• Erscheinungsdatum: 2026
• Sprache: Englisch
• ISBN 10: 3384802160
• ISBN 13: 9783384802163
• Einband: Taschenbuch
• Anzahl der Seiten: 100
• Kontakt zum Hersteller: tredition GmbH; operations@tredition.com; ; Heinz-Beusen-Stieg 5; Ahrensburg; 22926; Deutschland