Name: Fundamentals of Pattern Recognition and Machine Learning
SKU: 64822999
Price: 58.92 USD
Availability: InStock
Author: Ulisses Braga-Neto
ISBN: 9783031609527

portada Fundamentals of Pattern Recognition and Machine Learning

Fundamentals of Pattern Recognition and Machine Learning

Formato

Libro Físico

Editorial

Springer International Publishing AG

Autor

Ulisses Braga-Neto

Año

2025

N° páginas

400

Encuadernación

Tapa Blanda

Dimensiones

25.4x17.8 cm

ISBN13

9783031609527

Fundamentals of Pattern Recognition and Machine Learning

Ulisses Braga-Neto (Autor) · Springer International Publishing AG · Tapa Blanda

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Reseña del libro "Fundamentals of Pattern Recognition and Machine Learning"

This book is a concise but thorough introduction to the tools commonly used in pattern recognition and machine learning, including classification, dimensionality reduction, regression, and clustering, as well as recent popular topics such as deep neural networks and Gaussian process regression. The Second Edition is thoroughly revised, featuring a new chapter on the emerging topic of physics-informed machine learning and additional material on deep neural networks. Combining theory and practice, this book is suitable for the graduate or advanced undergraduate level classroom and self-study. It fills the need of a mathematically-rigorous text that is relevant to the practitioner as well, with datasets from applications in bioinformatics and materials informatics used throughout to illustrate the theory. These datasets are available from the book website to be used in end-of-chapter coding assignments based on python and Keras/Tensorflow. All plots in the text were generated using python scripts and jupyter notebooks, which can be downloaded from the book website.