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Fundamentals of Pattern Recognition and Machine Learning
Paperback
General ComputersProbability & StatisticsProgramming
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ISBN13: 9783030276584
Publisher: Springer
Published: Sep 11 2021
Pages: 357
Weight: 1.43
Height: 0.78 Width: 7.01 Depth: 10.00
Language: English
Fundamentals of Pattern Recognition and Machine Learning is designed for a one or two-semester introductory course in Pattern Recognition or Machine Learning at the graduate or advanced undergraduate level. The book combines theory and practice and is suitable to the classroom and self-study. It has grown out of lecture notes and assignments that the author has developed while teaching classes on this topic for the past 13 years at Texas A&M University.
The book is mathematically rigorous and covers the classical theorems in the area. Nevertheless, an effort is made in the book to strike a balance between theory and practice. In particular, examples with datasets from applications in bioinformatics and materials informatics are 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 scikit-learn. All plots in the text were generated using python scripts, which are also available on the book website.
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