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Inference in Statistical Modelling and Machine Learning: A Concise Introduction - Tapa blanda

Burridge, James; Tosh, Nick

 
9781009630726: Inference in Statistical Modelling and Machine Learning: A Concise Introduction
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ISBN 10: 1009630725 ISBN 13: 9781009630726
Editorial: Cambridge University Press, 2026

Sinopsis

Statistical modelling and machine learning offer a vast toolbox of inference methods with which to model the world, discover patterns and reach beyond the data to make predictions when the truth is not certain. This concise book provides a clear introduction to those tools and to the core ideas – probabilistic model, likelihood, prior, posterior, overfitting, underfitting, cross-validation – that unify them. Toy and real examples illustrate diverse applications ranging from biomedical data to treasure hunts, while the accompanying datasets and computational notebooks in R and Python encourage hands-on learning. Instructors can benefit from online lecture slides and solutions to all the exercises. Requiring only first-year university-level knowledge of calculus, probability and linear algebra, the book equips students in statistics, data science and machine learning, as well as those in quantitative applied and social science programmes, with the tools and conceptual foundations to explore more advanced techniques.

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Acerca de los autores

James Burridge is Professor of Probability and Statistical Physics at the University of Portsmouth, where he teaches probability, stochastic processes and statistical learning. He models language, birdsong, rocks, tessellations and games, and develops commercial applications of machine learning in green technology.

Nick Tosh is Lecturer in Philosophy at the University of Galway. He has published on methodological disputes in the history of science and on the interpretation of probability. Until 2024, he coordinated Galway's Arts with Data Science BA.

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Editorial
Cambridge University Press
Año de publicación
2026
Idioma
Inglés
ISBN 10 
1009630725
ISBN 13 
9781009630726
Encuadernación
Tapa blanda
Número de páginas
323
Contacto del fabricante
no disponible
Persona responsable
Avery
https://www.avery.fr/

chemin des peupliers 27
Dardilly
Francia

Otras ediciones populares con el mismo título

9781009630689: Inference in Statistical Modelling and Machine Learning: A Concise Introduction

Edición Destacada

ISBN 10:  1009630687 ISBN 13:  9781009630689
Editorial: Cambridge University Press, 2026
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