PAML Weeek 3

What type of neural network is commonly used for image recognition tasks?

• ANN

• CNN

• RNN

• LSTM

Which neural network architecture is primarily used for sequential data processing tasks like time series prediction and natural language processing?

• CNN

• ANN

• RNN

• DNN

Which layer in a Convolutional Neural Network is responsible for reducing the spatial dimensions of the input volume?

• Activation Layer

• Fully Connected Layer

• Pooling Layer

• Convolutional Layer

In a neural network, what does the term "Epoch" refer to?

• A type of layer

• Number of neurons

• One complete pass through the training dataset

• Activation function

Which of the following is NOT a type of layer commonly found in a Convolutional Neural Network?

• Activation Layer

• Recurrent Layer

• Pooling Layer

• Convolutional Layer

In an artificial neural network, what does the term "hidden layers" refer to?

• Layers that are not trained

• Layers that are only visible to the input layer

• Layers between the input and output layers

• Layers that are not connected to any other layer

What is the primary role of the backpropagation algorithm in neural networks?

• Initialization of network parameters

• Regularization of network weights

• Forward pass through the network

• Adjusting network weights based on error gradients

What does the loss function measure in a neural network?

• How well the network generalizes to unseen data

• How accurately the network predicts the output

• How well the network's predictions match the actual labels

• How complex the network's architecture is

Identify the following neural network structure

• ANN

• DNN

• CNN

• RNN

What is a key characteristic of Deep Neural Networks (DNNs)?

• They have a single hidden layer

• They are primarily used for regression tasks

• They automatically learn patterns from large datasets during training

• They do not require optimization algorithms like backpropagation