Richard Samuelson

Learning Diagrams: A Graphical Language for Compositional Training Regimes

Motivated by deep learning regimes with multiple interacting yet distinct model components, we introduce learning diagrams, graphical depictions of training setups that capture parameterized learning as data rather than code. A learning diagram compiles to a unique loss function on which component m…