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返回到 Foundations of Sports Analytics: Data, Representation, and Models in Sports

学生对 University of Michigan 提供的 Foundations of Sports Analytics: Data, Representation, and Models in Sports 的评价和反馈

4.4
194 个评分

课程概述

This course provides an introduction to using Python to analyze team performance in sports. Learners will discover a variety of techniques that can be used to represent sports data and how to extract narratives based on these analytical techniques. The main focus of the introduction will be on the use of regression analysis to analyze team and player performance data, using examples drawn from the National Football League (NFL), the National Basketball Association (NBA), the National Hockey League (NHL), the English Premier LEague (EPL, soccer) and the Indian Premier League (IPL, cricket). This course does not simply explain methods and techniques, it enables the learner to apply them to sports datasets of interest so that they can generate their own results, rather than relying on the data processing performed by others. As a consequence the learning will be empowered to explore their own ideas about sports team performance, test them out using the data, and so become a producer of sports analytics rather than a consumer. While the course materials have been developed using Python, code has also been produced to derive all of the results in R, for those who prefer that environment....

热门审阅

KY

Aug 26, 2021

Great course. Although this course focuses on sports analysis, the analyzing process I learned from it can apply to any other areas of analysis.

AM

Jan 16, 2023

Complete and accessible course for everybody who wants to experience how statistics and econometrics can be used in sports contexts.

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26 - Foundations of Sports Analytics: Data, Representation, and Models in Sports 的 35 个评论(共 35 个)

创建者 Hagar S

Sep 7, 2021

perfect

创建者 ERR B R J M

Sep 15, 2022

Good!

创建者 Sibi

Sep 6, 2023

Really great and informative course, loved the material and the assignments!

创建者 Viswesh A N

Aug 28, 2022

Excellent course on how data analytics can be used in the world of sports.

创建者 Aymen B

Apr 6, 2022

I learned a lot from this course

创建者 Ali B B

Jan 16, 2022

Some lectures seem to be unnecessary as they are repetitions of same concepts on different datasets.

创建者 Francesco C

Oct 4, 2022

too basic

创建者 sumedh r

Feb 21, 2022

very high level course

创建者 Hanspeter A

Dec 15, 2023

cant find data needed for course

创建者 Deleted A

Mar 13, 2022

I hate it