Inference in Statistical Modelling and Machine Learning

Name: Inference in Statistical Modelling and Machine Learning
Brand: Cambridge University Press
Price: 318.99 AUD
Availability: PreOrder

A Concise Introduction

By: James Burridge, Nick Tosh

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Hardcover | 31 May 2026

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Available: 31st May 2026

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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 â" probabilistic model, likelihood, prior, posterior, overfitting, underfitting, cross-validation â" that unify them. A mixture of toy and real examples illustrates 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 exercise solutions. 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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