ML-PersonalWork - Big assignment PersonalWork in Machine Learning, 2021 autumn BUAA.

Overview

2021 Autumn ML-Personalwork

Personalwork Code, Opensource with GPLv2 License

个人作业 投篮命中预测

根据投篮的位置,投篮手段,比赛时间等因素,预测单次投篮是否会命中。

Author:

SnapdragonLee

Data:

20558 条训练数据, 5139 条测试数据,共有 20 条属性,目标标签为 shot_made_flag

Training SetDataSet/Train.csv

Test SetDataSet/Test.csv

Evaluation:

roc_auc_score

Submit:

Submission.zip (submission.txt) 以测试集数据为顺序,每一行记录模型预测出的命中概率

Score:

0.7133916302483058, Rank 3/22.

Methods

基于 XGBClassifier,具体可以查看 report.pdf

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