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DTSTAMP:20230124T171522Z
LOCATION:D222
DTSTART;TZID=America/Chicago:20221114T142000
DTEND;TZID=America/Chicago:20221114T144000
UID:submissions.supercomputing.org_SC22_sess443_ws_xloop104@linklings.com
SUMMARY:MLExchange: A Web-Based Platform Enabling Exchangeable Machine Lea
 rning Workflows for Scientific Studies
DESCRIPTION:Workshop\n\nMLExchange: A Web-Based Platform Enabling Exchange
 able Machine Learning Workflows for Scientific Studies\n\nZhao, Chavez, Ho
 lman, Hao, Green...\n\nMachine learning (ML) algorithms are showing a grow
 ing trend in helping the scientific communities across different disciplin
 es and institutions to address large and diverse data problems.  However, 
 many available ML tools are programmatically demanding and computationally
  costly.  The MLExchange project aims to build a collaborative platform eq
 uipped with enabling tools that allow scientists and facility users who do
  not have a profound ML background to use ML and computational resources i
 n scientific discovery.  At the high level, we are targeting a full user e
 xperience where managing and exchanging ML algorithms, workflows, and data
  are readily available through web applications.  Since each component is 
 an independent container, the whole platform or its individual service(s) 
 can be easily deployed at servers of different scales.  Thus, MLExchange r
 enders flexible using scenarios---users could either access the platform f
 rom a remote server or run its individual service(s) within their local ne
 twork.\n\nSession Format: Recorded\n\nRegistration Category: Workshop Reg 
 Pass
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