Name: Senior Machine Learning Mental Models: How Experienced Engineers Think, Make Tradeoffs, and Design Real-World ML Systems (en Inglés)
SKU: 65982278
Price: 49.46 USD
Availability: InStock
Author: Ragab, Abdelfattah
ISBN: 9783384802170

portada Senior Machine Learning Mental Models: How Experienced Engineers Think, Make Tradeoffs, and Design Real-World ML Systems (en Inglés)

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

Formato

Libro Físico

Editorial

Tredition Gmbh

Autor

Ragab, Abdelfattah

Idioma

Inglés

N° páginas

100

Encuadernación

Tapa Dura

Dimensiones

22.9x15.2x1 cm

ISBN13

9783384802170

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

Ragab, Abdelfattah (Autor) · Tredition Gmbh · Tapa Dura

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Reseña del libro "Senior Machine Learning Mental Models: How Experienced Engineers Think, Make Tradeoffs, and Design Real-World ML Systems (en Inglés)"

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.