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Some cells in seminar01/backprop/adaptive_sgd/adaptive_sgd.ipynb contains visualize(X[ind,:], y[ind], w, loss, n_iter) instead of visualize(X[ind,:], y[ind], w, loss). The first one should be replaced with the second one.