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SUMMARY:Categorical Foundations of Gradient-Based Learning - Fabio Zanasi\
 , UCL
DTSTART:20220204T140000Z
DTEND:20220204T150000Z
UID:TALK165304@talks.cam.ac.uk
CONTACT:Jamie Vicary
DESCRIPTION:*THIS TALK WILL BE IN SS03\, NOT FW26*\n\nI will present recen
 t work (joint with G. Cruttwell\, B. Gavranovic\, N. Ghani\, and P. Wilson
 ) on providing semantic foundations to machine learning using the tools of
  logic\, algebra and category theory. This framework provides a much neede
 d unifying perspective on different training techniques for machine learni
 ng models\, based on the categorical notion of lens. This abstract viewpoi
 nt does not only allow to study uniformly learning with neural networks\, 
 but also to extend these techniques to other\, previously unexplored model
 s\, such as Boolean circuits. 
LOCATION:FW26
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