Deep Learning Medium Quiz 6

Autoencoders are primarily used for supervised learning tasks

Which of the following is a common use case of the Attention mechanism in deep learning models?

The goal of policy gradient methods in reinforcement learning is to directly optimize the policy by maximizing the expected reward.

Which of the following techniques is used to handle class imbalance in a classification task?

What is the primary role of the decoder in a Seq2Seq (Sequence to Sequence) model?

What is the key difference between weight sharing in Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs)?

Which of the following statements is true about deep Q-networks (DQNs) in reinforcement learning?

What does the term 'latent space' refer to in deep learning models such as VAEs (Variational Autoencoders) and GANs?

Which of the following is NOT a loss function typically used for regression tasks?

In the context of GANs (Generative Adversarial Networks), what is the purpose of the discriminator?