stochastic gradient descent
Software / App
gradient descent method used for the minimization of an objective function
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Videos Mentioning stochastic gradient descent

Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13
Lex Fridman
A simple algorithm used to optimize artificial neural networks, which works surprisingly well despite over-parameterization.

Stanford CS229 Machine Learning | Spring 2026 | Lecture 3: Weighted Least Squares
Stanford Online
A workhorse optimization method used throughout the course, applicable to additive cost functions derived from maximum likelihood.