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Senior Machine Learning Mental Models

By Abdelfattah Ragab

Senior Machine Learning Mental Models

By Abdelfattah Ragab

0 - Default Title
Description
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.
Product details
Binding:
Paperback
Number of Pages:
100
Release Date:
2026-01-15
Publication Date:
2026-01-15
Publisher:
tredition
Languages:
Original: English
ISBN10:
3384802160
ISBN13:
9783384802163
GPSR Manufacturer Reference:
[email protected]
Weight:
157 g
Height:
148 cm
Width:
210 cm
Thickness:
8 cm
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