研究

MLflow的发展:一个加速机器学习生命周期的系统

作者:Andrew Chen, Andy Chow, Aaron Davidson, Arjun DCunha, Ali Ghodsi, Sue Ann Hong, Andy Konwinski, Clemens Mewald, Siddharth Murching, Tomas Nykodym, Paul Ogilvie, Mani Parkhe, Avesh Singh, Fen Xie, Matei Zaharia, Richard Zang, Juntai郑俊泰,Corey Zumar, Databricks, Inc.

下载论文

摘要

MLflow是一个流行的开源平台,用于管bob下载地址理ML开发bob体育客户端下载,包括实验跟踪、再现性和部署。在本文中,我们讨论了自MLflow于2018年推出以来收集的用户反馈,以及我们为响应这些反馈而引入的三个主要功能:用于协作模型管理和审查的模型注册表,用于简化ML代码检测的工具,以及用于从数百万ML实验中提取见解的实验分析函数。

相关内容

作者:Matei Zaharia, Andrew Chen, Aaron Davidson, Ali Ghodsi, Sue Ann Hong, Andy Konwinski, Siddharth Murching, Tomas Nykodym, Paul Ogilvie, Mani Parkhe, Fen Xie, Corey Zumar, Databricks Inc.

作者:Philipp Moritz, Robert Nishihara, Stephanie Wang, Alexey Tumanov, Richard Liaw, Eric Liang, Melih Elibol, Yang Zongheng, William Paul, Michael I. Jordan和Ion Stoica, UC Berkeley

作者:Roy Fox, Richard Shin, Sanjay Krishnan, Ken Goldberg, Dawn Song, Ion Stoica

作者:Firas Abuzaid, Joseph Bradley, Feynman Liang, Andrew Feng, Lee Yang, Matei Zaharia, Ameet Talwalkar

作者:Cody Coleman, Deepak Narayanan, Daniel Kang,赵田,张健,Luigi Nardi, Peter Bailis, Kunle Olukotun, Chris Ré, Matei Zaharia

作者:Daniel Crankshaw, Wang Xin, Giulio Zhou, Michael J. Franklin, Joseph E. Gonzalez, Ion Stoica

作者:Reza Bosagh Zadeh,向瑞孟,Alexander Ulanov, Burak Yavuz, Li Pu, Shivaram Venkataraman, Evan Sparks, Aaron staples, Matei Zaharia

作者:祥瑞孟,约瑟夫·布拉德利,Burak Yavuz, Evan Sparks, Shivaram Venkataraman, Davies Liu, Jeremy Freeman, DB Tsai, Manish Amde, Sean Owen, Doris Xin, Reynold Xin, Michael J. Franklin, Reza Zadeh, Matei Zaharia, Ameet Talwalkar

作者:Eric Liang, Richard Liaw, Philipp Moritz, Robert Nishihara, Roy Fox, Ken Goldberg, Joseph E. Gonzalez, Michael I. Jordan, Ion Stoica