~/talk

Inside Every Calculus Is A Little Algebra Waiting To Get Out

Talkat SPLASH 2020 REBASE · 2020-11-16..11-23· [machine-learning]
slides:none on file

Claims that synthetic differential geometry and dual numbers give a purely algebraic foundation for differentiation, replacing limits with an axiom that skolemizes into a point‑free alpha/beta/gamma isomorphism and yields product, chain and trig rules by symbol‑pushing alone. Shows a direct implementation: transliterate the dual‑number algebra into Kotlin for forward automatic differentiation and explains backward AD as CPS. Notes practical limits: need multiple infinitesimals for multivariate or higher derivatives and warns of perturbation confusion; gives an integration axiom but no easy numeric recipe.

AI-written summary · about

  1. 0:00Introduction to Software 2.0
  2. 3:49Algebraic foundations
  3. 9:09Dual numbers and derivatives
  4. 12:30Mechanical differentiation
  5. 17:32Implementation and point-free
  6. 20:15Isomorphisms and axioms
  7. 30:07Universal properties
  8. 37:15Limits of dual numbers
  9. 41:07Algebraic integration
  10. 44:00Questions and answers
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