progress
research
linear networks[notes][resources]
implicit bias[notes][resources]
edge of stability[notes][resources]
wide networks / NTKs[notes][resources]
benign overfitting / generalization[notes][resources]
empirical results[notes][resources]
mode connectivity[notes][resources]
statistical query learning, hermite polynomials[notes][resources]
logconcave sampling and diffusion[notes][resources]
toolkit
engineering math
calculus[notes][resources]
differential equations[notes][resources]
intro to complex numbers[notes][resources]
fourier series[notes][resources]
euclidean geometry[notes][resources]
counting[notes][resources]
analysis
real analysis[notes][resources]
measure theory[notes][resources]
functional analysis[notes][resources]
fourier analysis[notes][resources]
complex analysis[notes][resources]
algebra
group theory[notes][resources]
linear algebra[notes][resources]
lie groups and lie algebra[notes][resources]
geometry
topology[notes][resources]
differential topology[notes][resources]
differential geometry[notes][resources]
ml theory / optimization
statistical learning theory[notes][resources]
optimization theory[notes][resources]
optimization on manifolds[notes][resources]
probability
probability theory[notes][resources]
high dimensional probability[notes][resources]
random matrix theory[notes][resources]
asymptotic convex geometry[notes][resources]
differential equations
ordinary differential equations[notes][resources]
partial differential equations[notes][resources]
physics
classical mechanics[notes][resources]
electromagnetism[notes][resources]
quantum theory[notes][resources]
special / general relativity[notes][resources]
quantum field theory[notes][resources]