Understanding Complex Biological Systems: A Journey into Computational Topology
Offered By: SAIConference via YouTube
Course Description
Overview
Explore the fascinating intersection of computational topology and complex biological systems in this 33-minute conference talk by Professor Heather Harrington. Discover how algorithms developed by Harrington and her team interpret and quantify data from molecular cell biology, genetics, and medicine, bringing us closer to unraveling the mysteries of the human body. Learn about persistent homology and its unique perspective on biological data, from cancer tissue samples to protein structures, enabling predictions and identification of crucial factors in disease progression. Gain insights into the challenges in biology, collaboration efforts, and the pipeline for applying topological data analysis to experimental data. Follow the journey through global analysis, extensions, and pattern recognition in this captivating exploration of mathematics and biology.
Syllabus
Introduction
Challenges in biology
Collaboration
Persistent homology
Pipeline
Applications
Experimental data
Filter
Global analysis
Extensions
Patterns
Taught by
SAIConference
Related Courses
Topology for Time SeriesData Science Dojo via YouTube Studying Fluid Flows with Persistent Homology - Rachel Levanger
Institute for Advanced Study via YouTube Persistence Diagram Bundles- A Multidimensional Generalization of Vineyards
Applied Algebraic Topology Network via YouTube GPU Accelerated Computation of VR Barcodes in Evaluating Deep Learning Models
Applied Algebraic Topology Network via YouTube New Results in Computing Zigzag and Multiparameter Persistence
Applied Algebraic Topology Network via YouTube