labels: publication, education, curriculum
i mentioned in eleuther that I felt physics should be part of the ML curriculum. thought it might be interesting to collect some notes on what a curriculum/textbook/course on the topic might cover.
- Fourier analysis
- harmonic oscillators
- Group Theory
- Category theory
- tensor calculus, einsum notation
- relativity
- quantum mechanics
- gauge theory
- forces <-> invariants
- ODEs, PDEs, dynamics
- diffusion processes, heat equation
- brownian motion
- optimization with annealing
- ...something involving interpreting eigenvectors
- curvature
- manifolds
- probability fields
related: introductory geometry curriculum reorganized to start with notions of distance, similarity, measure.
..lol see also: https://github.com/dmarx/bench-warmers/blob/main/the_shape_of_data.md