Skip to main content

Daniel Marley

DHTS Developer 2
Duke University

Overview


At Duke I'm helping develop a machine learning platform that can enable researchers and practitioners to deliver machine learning solutions to healthcare settings more efficiently.  We are working to reduce the time it takes to deploy models while ensuring reliable and secure solutions that prioritize patient care.

I received my BS in physics from NC State and my PhD in physics from Michigan.  As a graduate student I worked on the ATLAS experiment at the Large Hadron Collider at CERN studying top quarks and searching for physics beyond the Standard Model.  I did my postdoc at Texas A&M on the CMS experiment at CERN where I continued work similar to my PhD.  I left my postdoc to pursue opportunities researching novel machine learning-based solutions to problems in industry. During my time in industry I worked in the sports and production agriculture domains where I developed solutions using computer vision and graph neural networks.

Education
  • BS Physics, North Carolina State University - 2012
  • PhD Physics, University of Michigan - 2017

Current Appointments & Affiliations


DHTS Developer 2 Duke University

Recent Publications


Search for pair production of heavy vectorlike quarks decaying into hadronic final states in pp collisions at s =13 TeV with the ATLAS detector

Journal Article Physical Review D · November 1, 2018 A search is presented for the pair production of heavy vectorlike quarks, TT or BB, that decay into final states with jets and no reconstructed leptons. Jets in the final state are classified using a deep neural network as arising from hadronically decayin ... Full text Cite

Combination of the Searches for Pair-Produced Vectorlike Partners of the Third-Generation Quarks at sqrt[s]=13  TeV with the ATLAS Detector.

Journal Article Physical review letters · November 2018 A combination of the searches for pair-produced vectorlike partners of the top and bottom quarks in various decay channels (T→Zt/Wb/Ht, B→Zb/Wt/Hb) is performed using 36.1  fb^{-1} of pp collision data at sqrt[s]=13  TeV with the ATLAS detector at the Larg ... Full text Cite

Measurement of the charge asymmetry in highly boosted top-quark pair production in √s=8 TeV pp collision data collected by the ATLAS experiment

Journal Article Physics Letters, Section B: Nuclear, Elementary Particle and High-Energy Physics · May 10, 2016 In the pp→tt¯ process the angular distributions of top and anti-top quarks are expected to present a subtle difference, which could be enhanced by processes not included in the Standard Model. This Letter presents a measurement of the charge asymmetry in e ... Full text Cite
View All Publications