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Understanding Neutrino Interactions Using Deep Learning

APS Physics via YouTube

Overview

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Explore the fascinating world of neutrino physics and deep learning in this 30-minute talk by Adam Aurisano from the University of Cincinnati. Delve into the nature of neutrinos, their various types, and interaction patterns. Learn how deep learning techniques are revolutionizing our understanding of neutrino events, from cluster hits to classification. Discover the applications of Monte Carlo simulations and innovative approaches like DooN and Liquid Archetype in neutrino research. Gain insights into current findings and future directions in this cutting-edge field of particle physics.

Syllabus

Introduction
Neutrino Physics
What are neutrinos
Cluster hits
Neutrino types
Neutrino classifier
Neutrino events
Monte Carlo
Deep Learning
Doon
Liquid Archetype
The punchline
Summary
Future Work

Taught by

APS Physics

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