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Free public beta until December 4, 2026: every course is open, no card needed. After that, the first chapter of each course stays free and full access is a one-time $39 ($19 for up to 100 founding members chosen for helpful feedback). Your progress is kept. How the beta works

residual vector

\mathbf r = \mathbf b - A\mathbf x — the gap between actual and predicted output.

For a candidate \mathbf x, the residual vector is \mathbf r(\mathbf x) = \mathbf b-A\mathbf x. The least-squares problem minimizes \lVert\mathbf r(\mathbf x)\rVert^2=\sum r_i^2, the sum of squared residuals (SSE).

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