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A real least-squares surface for a dose-response fit. Too high a learning rate blows up and everyone notices; too low goes quietly flat and looks exactly like convergence while the fit is nowhere near.
“Descending a loss surface” is for subscribers. Start with a free account — it takes a name and an email — then subscribe for $1 a month to open it.