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Volume 3

Mathematics, Exercises and Solutions

German original title: Mathematik, Übungen und Lösungen

Appendix A + solutions to chapters 1–38

Companion to Volumes 1 and 2: Appendix A, exercises and complete solutions to all 38 chapters.

In preparation

Volume 3 AI Engineering — Mathematics, Exercises and Solutions
Extent
Appendix A + solutions to chapters 1–38
Pages
257 pages
Of which
253 numbered
Part of
AI Engineering

Placement

Position in the series

Volume 3 is the supplementary volume: Appendix A along with exercises and complete solutions to all 38 chapters of Volumes 1 and 2.

AI Engineering appears as one work in three volumes: 38 chapters of exposition, supplemented by Appendix A along with exercises and complete solutions. 1,649 pages in total, with 260 diagrams and 200 tables.

Figures from Volume 3

From the disciplines to the foundation

Two figures with different jobs: the first shows the mathematical depth, the second how it holds together.

Mathematical foundations of AI engineering

The mathematics behind production AI systems runs from linear algebra and probability through information theory and optimisation to retrieval, evaluation and uncertainty.

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Figure: mathematical disciplines of AI engineering.

Mathematical architecture of production AI systems

What matters is not only understanding individual mathematical methods. Their relationships form a shared foundation for data, models, retrieval, agents, evaluation and operations.

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Figure: relationships between the mathematical areas.

Status

In preparation

Details on publication and availability will appear here once settled. Enquiries from libraries, technical press and about rights are welcome in the meantime.

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