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Deep Roots — Book VIII Capstone: Machine Learning as a Thinking System From Model Construction to Responsible Deployment: A concluding volume in the eight-book masterclass Deep Roots - Couverture souple

Livre 7 sur 7: Deep Roots: Machine Learning from First Principles An 8-book masterclass that teaches not just how models work

NAYAK, RAVINDRA KUMAR

 
9798248116386: Deep Roots — Book VIII Capstone: Machine Learning as a Thinking System From Model Construction to Responsible Deployment: A concluding volume in the eight-book masterclass Deep Roots
Couverture souple
ISBN 13 : 9798248116386
Editeur : Independently published, 2026

Synopsis

Deep Roots: Machine Learning from First Principles — Book VIII
Capstone: Machine Learning as a Thinking System

This final volume of the eight-book masterclass brings machine learning full circle.

You have learned how models optimize, generalize, and represent structure.
Now you learn how they fail, drift, mislead, and sometimes harm — and how to prevent it.

Machine Learning as a Thinking System goes beyond equations and benchmarks. It explores real-world failure modes, deceptive metrics, distribution shift, fairness trade-offs, governance structures, and the limits of automation. Through structured frameworks, audit templates, deployment checklists, and capstone projects, this book teaches you how to build systems that are not only accurate — but accountable.

If you design, deploy, evaluate, or manage machine learning systems, this book equips you with:

  • Robust evaluation matrices

  • Fairness audit frameworks

  • Monitoring and rollback discipline

  • Human-in-the-loop design strategies

  • Governance and risk management tools

  • Structured decision-making under uncertainty

This is not just about building models.

It is about building judgment.

The capstone of the Deep Roots series is the bridge between technical mastery and responsible leadership.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Independently published
Date d'édition
2026
Langue
anglais
ISBN 13 
9798248116386
Reliure
Broché
Nombre de pages
201
Coordonnées du fabricant
Manufactured by Amazon on behalf of the author
https://www.amazon.fr/hz/contact-us

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