Unlock: SGD as a Stochastic Differential Equation
The continuous-time SDE limit of mini-batch SGD. Order-1 weak approximation (Li-Tai-E), Mandt-Hoffman-Blei stationary distribution, Bayesian interpretation, the linear scaling rule for batch size, and the modified-equation correction that exposes SGD's implicit gradient-norm regularizer.
70 Prerequisites0 Mastered0 Working64 Gaps
Prerequisite mastery9%
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