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Jun, 2023
Git-Theta: 机器学习模型协作开发的Git扩展
Git-Theta: A Git Extension for Collaborative Development of Machine Learning Models
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Nikhil Kandpal, Brian Lester, Mohammed Muqeeth, Anisha Mascarenhas, Monty Evans...
TL;DR
本文介绍Git-Theta,这是一种适用于机器学习模型的版本控制系统,它可以追踪模型参数的细微变化并支持通信效率高的更新、模型合并和差异报告。通过公开发布Git-Theta,旨在开启协作模型开发的新时代。
Abstract
Currently, most
machine learning
models are trained by centralized teams and are rarely updated. In contrast, open-source software development involves the iterative development of a shared artifact through distributed collaboration using a
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