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August 19-21 - Co-Located Events
August 21-23 - Conference
Hilton San Diego Bayfront - San Diego, CA
More information for Open Source Summit + Embedded Linux Conference North America 2019
Wednesday, August 21 • 2:25pm - 3:00pm
Open Source Tools for ML Experiments Management - Dmitry Petrov & Ruslan Kuprieiev, Iterative AI*

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The rise of new AI and ML requires new workflows and new tools: data versioning, ML pipeline versioning, experiments metrics visualization and others that have not been formalized and even named yet.

The traditional software engineering toolset does not fully cover ML team's needs. We will discuss the current practices of organizing ML workflow using traditional open-source tools like Git and Git-LFS as well as their limitations. Thereby motivation for developing new ML specific experiments and data management systems will be explained.

ML workflow differs from software engineering. Experimentation, trials-and-errors nature of ML projects and the need in more granular and efficient data artifacts management requires new sets of development tools. We will show ideas behind open source tool DVC or http://dvc.org which focuses on working with ML experiments, managing large datasets, and ML model.

Speakers
avatar for Ruslan Kuprieiev

Ruslan Kuprieiev

Software Engineer, Iterative AI
Ruslan is a Software Engineer at Iterative AI. Previously he worked on live container migration at Parallels, Linux Kernel live-patching at CloudLinux, and also in a few startups. Ruslan's career started by working in an open source project called CRIU and he continues to contribute... Read More →
avatar for Dmitry Petrov

Dmitry Petrov

Co-Founder & CEO, DVC
Dmitry is an ex-Data Scientist at Microsoft with Ph.D. in Computer Science and active open source contributor. He has written and open sourced the first version of DVC.org - machine learning workflow management tool. Also he implemented Wavelet-based image hashing algorithm (wHash... Read More →



Wednesday August 21, 2019 2:25pm - 3:00pm
Sapphire H
  • Session Slides Included Yes
  • Session Recorded Yes