Multivariate calculus from first principles
Often you don't want the lowest point everywhere; you want the lowest point subject to a constraint. Minimize loss while keeping the weight norm bounded; maximize margin while points stay correctly classified. Lagrange multipliers are the standard tool for optimizing along a constraint curve.
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▶ Constrained Optimization