Jason2026 How to use Learning Curves to Diagnose Machine Learning Model Performance
2019-02-27.
Category & Tags:
Clip-Backup
本文内容为备份之用,请查阅原文阅读:This article is for backup purpose, please check the origin: https://machinelearningmastery.com/learning-curves-for-diagnosing-machine-learning-model-performance/
文章的部分内容被密码保护:
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