Generative AI By A Staff Writer / July 14, 2025 Welcome to your Generative AI Level: Intermediate What is the primary goal of generative AI? To classify datasets To create new data similar to the training data To compress existing data To generate deterministic outputs None Which model architecture is commonly used in generative AI? Generative Adversarial Networks (GANs) Support Vector Machines Random Forest Naive Bayes None What is the role of the discriminator in a GAN? To generate new data To distinguish between real and fake data To optimize the generator To compress input data None Which generative model excels at language generation tasks? Convolutional Neural Networks (CNNs) Transformer models like GPT Reinforcement Learning Principal Component Analysis None What is a key challenge in training generative models like GANs? Data preprocessing Achieving a balance between the generator and discriminator to avoid mode collapse Optimizing hyperparameters Generating training labels None Time's up