deep learning quiz on 19/3/24

What is the primary purpose of a Recurrent Neural Network (RNN)?

• Image classification

• Object detection

• Reinforcement learning

• Text generation

What is the main purpose of a Convolutional Neural Network (CNN)?

• Image classification

• Speech recognition

• Text summarization

• Music generation

What is the main purpose of a Generative Adversarial Network (GAN)?

• Image generation

• Speech recognition

• Text summarization

• Music composition

What is the primary goal of a Long Short-Term Memory (LSTM) network?

• Image classification

• Object detection

• Speech synthesis

• Text generation

What is the key objective of a Transformer model in natural language processing?

• Image captioning

• Machine translation

• Speech recognition

• Music generation

What is the advantage of using a Recurrent Neural Network (RNN) over a feedforward neural network?

• Ability to handle sequential data

• Higher accuracy in image classification

• Faster training time

• Improved memory utilization

How does a Long Short-Term Memory (LSTM) network differ from a standard RNN?

• LSTM can capture long-term dependencies

• RNN has more layers for deeper learning

• LSTM is only used for image processing

• RNN has better performance in text generation

What is the role of the hidden state in a Recurrent Neural Network (RNN)?

• Stores information about previous inputs

• Controls the learning rate

• Determines the output layer

• Optimizes the loss function

How does the Sigmoid activation function differ from the Tanh activation function?

• Sigmoid outputs values between 0 and 1

• Tanh outputs values between -1 and 1

• Sigmoid is used for image processing

• Tanh is used for text generation

What is the advantage of using the Softmax activation function in the output layer of a neural network?

• To handle multi-class classification

• To introduce non-linearity

• To reduce computational complexity

• To improve memory utilization