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stites avatar stites commented on June 28, 2024

From Backprop as Functor (Fong, Spivak, Tuyeras):

In this paper we will show that learning becomes compositional — i.e. we can define a learning algorithm A → C from learning algorithms A → B and B → C — as long as each learning algorithm consists of these four components:

  • a parameter space P,
  • a function I : P × A → B,
  • an update function U : P × A × B → P, and
  • a request function r : P × A × B → A

[...]

Namely, we will show that Learn has the structure of a symmetric monoidal category.

This would be a good way to abstract out the NN package without committing to a backend for auto differentiation as Torch (also backprop) provide us with functions that resemble this.

from hasktorch.

stites avatar stites commented on June 28, 2024

closing for the time being

from hasktorch.

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