====== CompF3: Machine Learning ====== ===== Working Group Co-Conveners ===== ^Name ^Institution ^email | |Phiala Shanahan|MIT|pshana[at]mit.edu| |Kazuhiro Terao|SLAC|kterao[at]slac.stanford.edu| |Daniel Whiteson|Irvine|daniel[at]uci.edu| ===== Description===== * Functional areas * Machine learning (both training and inference) at scale both for big models as well as massively parallel training and inference of many models * Supporting both individual researchers training and deploying their own models, as well as centralized production workflows using machine learning at scale * Fast inference and training * Calibration/validation * Mandate * Describe the machine learning training and inference needs of the stakeholders * What are the resources needed to execute these workflows? * What is the technology evolution of these resources? * Coordinate with experimental algorithms and theoretical calculations and simulations * How will the stakeholders be able to design and write machine learning applications for these resources * Are there standards that the community should follow? * How are the solutions used by the community embedded/derived from solutions from industry/other science domains ==== Time Schedule ==== The general time schedule can be found here: https://snowmass21.org/computational/start#time_schedule * Meetings * On zoom: https://mit.zoom.us/j/92827341251 as needed * The date and time of future meetings will be announced via email and slack * [[https://listserv.fnal.gov/users.asp#subscribe%20to%20list|Mailing List instructions]] Our list: snowmass-compf3-ml@listserv.fnal.gov * [[https://snowmass21.org/|Slack instructions (very end of page)]] * Nov. 2020 - Dec. 2020 * Organize submitted LOIs into white papers * Nov 10: Meeting on Physics-specific ML: [[https://docs.google.com/presentation/d/1KEDjEAS9DrTnaFn8GzwykwWbpxtMLcvRtqobuo6H0Jc/edit#slide=id.gab482d35ab_0_5|Slides]] * Nov 24: Meeting on Interpretation and uncertainty:[[https://docs.google.com/presentation/d/1rgrh5QPS4huy-jRDnZXz0J66blDHQMiVkVGT6-K6HFk/edit|Slides]] * Dec 14: Meeting on remaining themes ===== Submitted LOI ===== Here is the list of submitted LOIs to this topical group. First index before "/" corresponds to the primary frontier used for the submission. {{url>https://www.snowmass21.org/docs/files/list.php?frontier=CompF3 border 100%,2000px}}