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Lecture 3, Part 2: Training a Classifier Roger Grosse 1 Introduction Now that we’ve defined what binary classification is, let’s actually train a classifier. We’ll approach this problem in much the same way as we did linear regression: define a model and a cost function, and minimize the cost using gradient descent. The one thing

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Lecture 2: Linear regression 1 Introduction Let’s jump right in and look at our first machine learning algorithm, linear regression. In regression, we are interested in predicting a scalar-valued target, such as the price of a stock. By linear, we mean that the target must be predicted as a linear function of the inputs. This

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Lecture 3, Part 1: Linear Classification 1 Introduction Last time, we saw an example of a learning task called regression. There, the goal was to predict a scalar-valued target from a set of features. This time, we’ll focus on a slightly different task: binary classification, where the goal is to predict a binary-valued target. Here

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