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SUMMARY:MDL Reading Group - Alexandru Cioba (MediaTek Research)
DTSTART:20211101T140000Z
DTEND:20211101T150000Z
UID:TALK165133@talks.cam.ac.uk
DESCRIPTION:<p>I will present the paper "A mean field limit for certain de
 ep neural networks" by DYEGO ARA&Uacute\;JO\, ROBERTO I. OLIVEIRA & DANIEL
  YUKIMURA.&nbsp\;</p>\n<p>I recent years\, increased attention has been pa
 id to DNNs with high numbers of parameters\, after observations that the c
 lassical bias-variance tradeoff principle fails to paint an accurate pictu
 re of the behaviour of NNs as the dimension of their parameter space tends
  to infinity. This motivated several lines of reasearch into the limiting 
 behaviour of NNs under various scaling frameworks.&nbsp\;</p>\n<p>The pape
 r above presents a self contained and intuitive description of this phenom
 enon. I'll try to shine some light under the complex notation and to expla
 in the major ideas behind the results.&nbsp\;</p>
LOCATION:Seminar Room 1\, Newton Institute
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