Consider a Generative Adversarial Network (GAN) where the Discriminator is represented as and the Generator is represented as . The standard objective function to train the GAN is given by:

  The loss function or the logistic loss in logistic regression with parameters  is given by,

Consider 3 data points in a linear regression problem. The ground truth labels for the inputs are . Estimate the parameters

A 2-dimensional Gaussian distribution has mean  and identity covariance matrix. Which of the following equations gives the contours of equal probability

Which of the following statements is true about logistic loss used for logistic regression with parameters where the logistic loss is given by,

Consider 3 data points in a linear regression problem. The ground truth labels for the inputs are

How might virtue ethics help with everyday decision-making, such as the borrowed car scenario?

What defines act utilitarianism?

Which option best describes the purpose of a normative moral theory?

Which option best defines Aristotle’s “doctrine of the mean”?