Comment by jing

I find it hard to believe that SGD would be faster than the closed form solutions for linear regression (gels, gelsd etc.). The closed-form solutions give a lot of other benefits in practical settings as well which makes them more likely to be used if possible. SGD + related optimizers give benefits with non-convex or non-analytical loss functions or with non-linear layers / more than one layer.