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SUMMARY:How to analyze PPG data with foundation models | Kako analizirati 
 podatke PPG s temeljnimi modeli
DTSTART:20261008T120000Z
DTEND:20261008T150000Z
DTSTAMP:20260930T132000Z
UID:indico-event-3997@indico.ijs.si
CONTACT:events@slaif.si
DESCRIPTION:Speakers: Gašper Slapničar (Department of Intelligent System
 s\, Jožef Stefan Institute)\, Mitja Lustrek (Department of Intelligent Sy
 stems\, Jozef Stefan Institute)\, Amer Mujagić (Department of Intelligent
  Systems\, Jožef Stefan Institute)\n\nCourse provider | izvajalec: Jožef
  Stefan Institute (JSI)Instructors | predavatelji: Gašper Slapničar (JSI
 )\, Mitja Luštrek (JSI)\, Amer Mujagić (JSI)\nThe workshop will start wi
 th a short introduction on foundation models (FMs) for sensor data\, which
  are large general-purpose models that can be adapted to various tasks. T
 he most prominent example are in the fields of language (LLMs) and compute
 r vision\, but they are increasingly used for other types of sensor data.\
 nThe main topic of the workshop will be a service developed for SLAIF that
  facilitates fine-tuning of FMs for sensor data. The service enables handl
 ing diverse data types\, configuring fine-tuning workflows\, and rigorous 
 evaluation of the resulting task-specific models. The workflow configurati
 on includes the FM backbones\, frozen layers\, predictive heads\, basic hy
 perparameter optimisation and more.\nThe workshop will first thoroughly ex
 plain the features of the service. It will then walk the participants thro
 ugh its operation on the toy example of fine-tuning a photoplethysmography
  FM for the task of estimating heart rate. They will be able to follow on 
 their own laptops if desired. At the end we will discuss the interests of 
 workshop participants to guide future training events.\n\nhttps://indico.i
 js.si/event/3997/
IMAGE;VALUE=URI:https://indico.ijs.si/event/3997/logo-3560331715.png
LOCATION:Teslova ulica 30
URL:https://indico.ijs.si/event/3997/
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