Podcast
Questions and Answers
What is the primary purpose of an activation function in a neural network?
What is the primary purpose of an activation function in a neural network?
- To increase the learning rate of the neural network
- To reduce the number of hidden layers
- To introduce non-linearity in the neural network (correct)
- To reduce the complexity of the neural network
In which layers of a neural network is the activation function typically applied?
In which layers of a neural network is the activation function typically applied?
- Only in the input layer
- Only in the hidden layers
- Only in the output layer
- In both hidden and output layers (correct)
What is the primary difference between a neural network designed for multiclass classification and one designed for binary classification?
What is the primary difference between a neural network designed for multiclass classification and one designed for binary classification?
- The learning rate of the neural network
- The type of activation function used
- The number of output neurons (correct)
- The number of hidden layers
What is the purpose of redesigning a neural network for multiclass classification?
What is the purpose of redesigning a neural network for multiclass classification?
What is the main advantage of using a multilayer perceptron neural network?
What is the main advantage of using a multilayer perceptron neural network?
What is the primary role of the hidden layers in a neural network?
What is the primary role of the hidden layers in a neural network?
What is the main difference between a neural network designed for classification and one designed for regression?
What is the main difference between a neural network designed for classification and one designed for regression?
How can the choice of activation function impact the performance of a neural network?
How can the choice of activation function impact the performance of a neural network?
What is the main advantage of using a neural network with multiple hidden layers?
What is the main advantage of using a neural network with multiple hidden layers?
What is the primary purpose of building a multilayer perceptron neural network?
What is the primary purpose of building a multilayer perceptron neural network?
