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SUMMARY:Baris Coskunuzer
DTSTART:20231211T133000Z
DTEND:20231211T143000Z
DTSTAMP:20260422T135515Z
UID:BilTop/73
DESCRIPTION:Title: <a href="https://researchseminars.org/talk/BilTop/73/">
 Topological Machine Learning and Applications in Drug Discovery and Cancer
  Detection</a>\nby Baris Coskunuzer as part of Bilkent Topology Seminar\n\
 nLecture held in SB-Z11.\n\nAbstract\nIn this talk\, we'll introduce funda
 mental techniques in topological machine learning and showcase their appli
 cation in two specific contexts. The first application is on computer-aide
 d drug discovery\, utilizing Multiparameter Persistence for graph represen
 tation learning. Our second application revolves around cancer detection f
 rom histopathological images via cubical persistence. We apply our methodo
 logies across five distinct cancer types\, demonstrating superior performa
 nce compared to state-of-the-art deep learning methods. The talk is access
 ible to graduate students in math\, science\, and engineering\, assuming n
 o prior background in topology or machine learning.\n
LOCATION:https://researchseminars.org/talk/BilTop/73/
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