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Soccer Analytics with Machine Learning - Haipeng Gao

Soccer Analytics with Machine Learning

(Autor)

Buch | Softcover
300 Seiten
2026
O'Reilly Media (Verlag)
9781098181116 (ISBN)
CHF 82,90 inkl. MwSt
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Struggling to grasp machine learning concepts or unsure how to apply them in the real world? This book aims to change that by using the world's most popular game—soccer—to illuminate key concepts in predictive modeling and data science. Whether you're a complete beginner or you're interested in entering the burgeoning field of sports analytics, you'll develop a solid foundation in machine learning through engaging examples that bridge academic principles with practical applications.

Written by experts in both machine learning and sports analytics, this practical Python-focused guide introduces fundamental data science techniques using real soccer data. Ideal for students, analysts, and soccer fans alike, it offers instructions on models and techniques such as logistic regression, random forests, deep learning, simulations, and feature engineering. But instead of memorizing algorithms, you'll learn by building predictive models to analyze match outcomes, test betting strategies, run simulated game scenarios, and more.



Understand machine learning concepts by working with real sports data
Develop, refine, and evaluate machine learning models, using Python for data analysis
Carry out detailed analyses and research on soccer game predictions and betting strategies to surface valuable insights
Apply the skills you learn to predictive modeling scenarios in other industries
Erscheint lt. Verlag 30.4.2026
Verlagsort Sebastopol
Sprache englisch
Maße 178 x 232 mm
Themenwelt Sport Ballsport Fußball
ISBN-13 9781098181116 / 9781098181116
Zustand Neuware
Informationen gemäß Produktsicherheitsverordnung (GPSR)
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