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Timeless Algorithms, the Foundational Ideas

Timeless Algorithms, the Foundational Ideas

Paperback

General ComputersProgramming

PREORDER - Expected ship date November 24, 2026

ISBN10: 163343446X
ISBN13: 9781633434462
Publisher: Manning Publications
Published: Nov 24 2026
Pages: 375
Weight: 0.99
Language: English
Get a free eBook (PDF or ePub) from Manning as well as access to the online liveBook format (and its AI assistant that will answer your questions in any language) when you purchase the print book.

Understand the enduring algorithms behind modern AI and data science. Explore the breakthrough algorithms that power modern AI--including Bayes' prior and posterior beliefs, Fisher's estimation and likelihood, Shannon's information gain, and Breiman's algorithmic modeling. With clarity and rigor, statistics expert Gary Sutton unpacks each concept and explains its practical relevance.

This book explains both the how and the why of the most important data science algorithms. Along with the theory and practical application, you'll get the fascinating stories behind the discoveries by Bayes, Fisher, Shannon, Bellman, and others. You'll especially appreciate how author Gary Sutton makes the sometimes-complex seminal papers come to life in rich detail.

Timeless Algorithms, The Foundational Ideas will help you to:

- Diagnose model failures by detecting bias, drift, and overfitting early

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General Computers