Why Category Theory? - Google Slides

Why Category Theory?   Slideshow     Share FileEditViewHelp   View only 1 Categories for AI What can Category Theory do for Deep Learning? Bruno Gavranović Cats4AI 10 October 2022 2 Cats for AI organising team Bruno Gavranović – University of Strathclyde @bgavran3 Pim de Haan – University of Amsterdam / Qualcomm AI Research @pimdehaan Andrew Dudzik – DeepMind @andrewdudzik João Guilherme Araújo – Cohere / Universidade de São Paulo @_joaogui1 Petar Veličković – DeepMind / University of Cambridge @PetarV_93 3 Why Categories for AI? We believe in a future where all deep learning experts will use some aspects of Category Theory in their work. 4 A new field ● Scientific fields often start in an ad-hoc manner ● Later they’re understood differently than by their early practitioners ○ Taxonomy ○ Chemistry ○ Programming ○ Deep Learning ● Deep Learning is a field permeated by ad-hoc design choices Neural Networks, Types, and Functional Programming 5 There is no unifying framework for deep learni

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