A practical guide to matrix inverse square root iterations for SPD matrices, focusing on GPU-friendly GEMM kernels and fixed-budget convergence.

An introduction to Discrete Calculus, a theory for sums and differences of sequences as opposed to derivatives and integrals of functions in infinitesimal calculus.

A beginner-friendly introduction to stochastic calculus, focusing on intuition and calculus-based derivations instead of heavy probability theory formalism.

Introduction Calculus can be quite tedious when computed symbolically by hand. In many modern applications (for example, in machine learning), automatic differentiation is used to efficiently comp...

A detailed derivation of the reverse-time stochastic differential equation used in Score-Based Generative Modeling.