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and by multiplying them we obtain the predictions. For a dataset, we obtain a y-hat as a vector containing the predicted labels. So, our sigmoid function can write like this: The idea is to combine this with the sigmoid curve and to isolate Xw. This is the closed-form to find the weights (using