Which of the following is TRUE for VAE (variational autoencoder)? (Mark all that apply)
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Consider the graph in Figure 1 below, representing the train…
Consider the graph in Figure 1 below, representing the training procedure of a GAN. Reference this figure for the next few questions. FIGURE 1
Reference Figure 1. You know that your GAN is trained when D…
Reference Figure 1. You know that your GAN is trained when D(G(z)) is close to 1
Which of the following is common ground between GAN and VAE?…
Which of the following is common ground between GAN and VAE? (mark all that apply)
Given our objective is to maximize a quantity Z Z defined as…
Given our objective is to maximize a quantity Z Z defined as: Z = F(x,y) + G(x,y) + H(x,y) where F, G, H are functions with the following properties: F(x,y) has a closed form solution. G(x,y) has a closed form solution. H(x,y) is intractable. H(x,y)
Reference Figure 1. Early in the training, is the value of D…
Reference Figure 1. Early in the training, is the value of D(G(z)) close to 0 or close to 1?
Which of the following is common ground between GAN and VAE?…
Which of the following is common ground between GAN and VAE? (mark all that apply)
Given random variables x, and y with distributions P(x) and…
Given random variables x, and y with distributions P(x) and P(y). Let D = KL(P(x) || P(y)) where KL is defined as the KL divergence (Kullback–Leibler Divergence) . Which of the following statements is FALSE? (mark all that apply)
Given our objective is to maximize a quantity Z Z defined as…
Given our objective is to maximize a quantity Z Z defined as: Z = F(x,y) + G(x,y) + H(x,y) where F, G, H are functions with the following properties: F(x,y) has a closed form solution. G(x,y) has a closed form solution. H(x,y) is intractable. H(x,y)
Reference the original problem. Now Suppose H(x,y) >= 0 inst…
Reference the original problem. Now Suppose H(x,y) >= 0 instead of H(x,y)