Perceptron Algorithm

Let's recall something we've seen before: The perceptron algorithm. Before, we saw it as a trick in which we started with a random line, and iterated on a step in order to slowly walk the line towards the misclassified points, so we can classify them correctly. However, we can also see this algorithm as an algorithm which minimizes an error function. Here's the way to do this: