OpenML-Python:用于OpenML的可扩展Python API
OpenML-Python: an extensible Python API for OpenML
摘要:
OpenML是机器学习中开放科学协作的在线平台,用于共享数据集和机器学习实验结果。在本文中,我们介绍了OpenML-Python,这是一个Python客户端API,它为各种基于Python的工具打开了OpenML平台。它提供了从Python中轻松访问OpenML上的所有数据集、任务和实验的功能。它还提供了进行机器学习实验、将结果上传到OpenML以及复制存储在OpenML上的结果的功能。此外,它还带有一个scikit-learn插件和一个插件机制,可以轻松地将其他用Python编写的机器学习库集成到OpenML生态系统中。源代码和文档可在https://github.com/openml/openml-python/上获得。
英文摘要:
OpenML is an online platform for open science collaboration in machine learning, used to share datasets and results of machine learning experiments. In this paper we introduce OpenML-Python, a client API for Python, opening up the OpenML platform for a wide range of Python-based tools. It provides easy access to all datasets, tasks and experiments on OpenML from within Python. It also provides functionality to conduct machine learning experiments, upload the results to OpenML, and reproduce results which are stored on OpenML. Furthermore, it comes with a scikit-learn plugin and a plugin mechanism to easily integrate other machine learning libraries written in Python into the OpenML ecosystem. Source code and documentation is available at https://github.com/openml/openml-python/.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。