Bulletin of the American Physical Society
APS March Meeting 2021
Volume 66, Number 1
Monday–Friday, March 15–19, 2021; Virtual; Time Zone: Central Daylight Time, USA
Session 4B: DBIO Short Course: Machine Learning for Biological Physics
12:30 PM–4:30 PM,
Sunday, March 14, 2021
Sponsoring
Unit:
DBIO
Abstract: 4B.00001 : DBIO Short Course: Machine Learning for Biological Physics
12:30 PM–4:30 PM
Author:
Biological physics is at an exciting moment where the integration of machine learning (ML) and data science tools have enabled new physical insights, better understanding, and accelerated discovery that surpass or complement traditional approaches. This tutorial section provides pedagogical lectures on the tools of ML-related methods applied to several topics that closely follow this year’s DBIO scientific programs. The attendees will learn about the use of ML on several data types from biomolecular sciences, molecular modeling, high-throughput multi-omics, cell biophysics, to single-cell imaging before the March Meeting kicks off.
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