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A 90-year-old patient tells the nurse that he cannot remember the names of the medications he is taking or for what reason he is taking them. The best response from the nurse would be:

A young adult patient at the outpatient clinic states, “I feel so sad all of the time. I’m unhappy even doing things I used to like to do.” Which question should the nurse ask next?

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:

What is the output of applying the filter upon the image  with no padding and stride = 1.

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

Consider a fully connected 2-layer neural network with 100 neurons in the hidden layer and one neuron in the final layer(for binary classification). If the input to the network is a 3-channel image of size 32 x 32 and the weights  and  matrices are represented in memory using floats of 32 bits. How many bits will be required to store the 2 layer neural network (ignore the bias)?

Given a data matrix for a regression problem, under what conditions will the Ridge Regression estimate for parameter

If the number of neurons in the layer is  and number of neurons in layer . What is the dimension of the bias  ? (Use the notation we have defined in the lectures)

Consider a set of i.i.d samples following a Poisson distribution

August 16 is National Tell a Joke Day, so here is a good one: What is a pirate’s favorite letter (Mark only the answer listed as correct)?