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

differential equations[notes][resources]
intro to complex numbers[notes][resources]
fourier series[notes][resources]
euclidean geometry[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

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]