DMMLSys 2020: Challenges in Deploying and Monitoring Machine Learning Systems - ICML 2020 Virtual event Vienna, Austria, July 17-18, 2020 |
Conference website | https://sites.google.com/view/deploymonitormlsystems |
Submission link | https://easychair.org/conferences/?conf=dmmlsys2020 |
Abstract registration deadline | June 17, 2020 |
Submission deadline | June 17, 2020 |
Workshop on Challenges in Deploying and monitoring Machine Learning Systems
Submission Guidelines
All submissions will be made in PDF format, with a limit to four pages, including figures and tables, excluding references, in NIPS style. Formatting instructions are provided in the ICML website. The reviewing process will be blind.
The workshop allows re-submissions of already published work and double submission.
Accepted papers (plus the optional supplementary material) will be made available on the workshop website as non-archival reports.
All accepted papers will be presented at the workshop during the virtual poster sessions. A selected number of accepted papers will be presented during the oral session. The remaining accepted papers will be allocated a slot during the poster spotlight session.
Please note that this is a virtual event. More information about the format of the presentations will be released soon.
List of Topics
This workshop will invite papers related to the challenges in deploying and monitoring ML systems. It will encourage submission on:
subjects related to MLOps for deployed ML systems, such as
- testing ML systems,
- debugging ML systems,
- monitoring ML systems,
- debugging ML Models,
- deploying ML at scale;
subjects related to the ethics around deploying ML systems, such as
- ensuring fairness, trust and transparency of ML systems
- providing privacy and security on ML Systems;
useful tools and programming languages for deploying ML systems;
specific challenges relating to
- deploying reinforcement learning in ML systems
- and performing continual learning and providing continual delivery in ML systems;
and finally data challenges for deployed ML systems
Organizing committee
- Alessandra Tosi
- Nathan Korda
- Neil Lawrence
Invited Speakers
- Ernest Mwebaze
- Nevena Lalic
- Leilani Gilpin
- Mohammad Ghavamzadeh
Venue
The workshop will be held as a virtual event, co-located with the 37th International Conference in Machine Learning.
Contact
All questions about submissions should be emailed to atosi@robots.ox.ac.uk
Sponsors
TBA