SnowMass2021

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====== 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}}