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Introductory talk at PyHEP.dev 2023
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feickert_pyhep-dev-2023_2023-07-25

Working Towards Fully
Differentiable Analysis


Matthew Feickert

[email protected]

PyHEP.dev Workshop 2023

July 25th, 2023


Introduction

  • Postdoc on ATLAS at the University of Wisconsin-Madison Data Science Institute
  • IRIS-HEP Analysis Systems focus area lead
  • pyhf core developer and maintainer

IRIS-HEP Analysis Systems Pipeline


Looking towards differentiability of tools


Prior art on this topic: neos

Nathan Simpson, Lukas Heinrich

"Leverages the shoulders of giants (jax and pyhf) to differentiate through a high-energy physics analysis workflow, including the construction of the frequentist profile likelihood." --- neos docs


Would love to engage with you on this


Would also love for us to engage (more) with scientific Python


Goals for PyHEP 2023



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Let's talk!


Looking forward to a good week


Plug for upcoming workshop