Sports Analysis Using Machine Learning

Authors

  • Shreya Ghogare
  • Shounak Gandurkar
  • Vishwajit Narkhede
  • Dr. Irfan sayyed

Keywords:

Sports analytics, Data-driven sports performance, Machine learning algorithms, Athlete tracking, Game strategy development, Predictive modeling, Data quality

Abstract

With the advent of big data and machine learning approaches, sports analysis has experienced a substantial revolution. Large-scale data analysis has been transformed by machine learning, which has also revealed insights that were difficult or impossible to discover with more conventional qualitative methods in the past. This study analyzes machine learning based sports analysis, emphasizing the methodologies and approaches used as well as the applications and difficulties.

Data from numerous sources, such as player monitoring, social media, and video feeds, are analyzed using machine learning models. like neural networks and decision trees. Decisions on player choice, game strategy, injury prevention, and fan engagement may be made using the knowledge gained from these assessments. The need for more thorough and data, the blending of many data and the moral application of data are the difficulties. Despite these difficulties, machine learning is set to become more widely used in sports analysis, offering insightful data and raising the level of competition.

Downloads

Download data is not yet available.

References

M. Ks, "Applications of Artificial Intelligence in the Game of Football: The Global," - International Refereed Social Sciences Journal, p. 13, 2020.

M. W. Farooq, "Critical Review on Test Match Format of Cricket," Global Social Sciences Review (GSSR), p. 9, 2021.

Q. L. a. Q. Liu, "Prediction of Volleyball Competition UsingMachine Learning and," Woosuk University, Wanju, Republic of Korea, p. 8, 2021.

A. Malhotra, "A Statistical Analysis of Bowling Performance in Cricket," Indian Institute of Technology, Bombay, India, p. 10, 2014.

A. Sinha, "Application of Machine Learning in Cricket and Predictive Analytics of IPL 2020," Amity University Jharkhand Ranchi, p. 27, 2022.

M. Daniyal, "Analysis of Batting Performance in Cricket using Individual and Moving Range," Department of statistics, the university of Sargodha, p. 9, 2014.

A. Sahu, "Predictive Analysis of Cricket," Turkish Journal of Computer and Mathematics Education p. 14, 2021.

J. D. Ulf Brefeld1, "Machine Learning in Sports," Report from Dagstuhl Seminar, p. 19, 2011.

Additional Files

Published

30-05-2023

How to Cite

Shreya Ghogare, Shounak Gandurkar, Vishwajit Narkhede, & Dr. Irfan sayyed. (2023). Sports Analysis Using Machine Learning. Vidhyayana - An International Multidisciplinary Peer-Reviewed E-Journal - ISSN 2454-8596, 8(si7), 171–176. Retrieved from https://j.vidhyayanaejournal.org/index.php/journal/article/view/815