Neural Networks Quiz

Which type of neural network is based on the Hebbian learning rule?

• Perceptron

• Adaline

• HebbNet

• Multilayer Neural Network

What is the basic building block of a neural network?

• Dendrite

• Neuron

• Synapse

• Axon

Which function is used to introduce non-linearity in a neural network?

• Step

• Tanh

• Linear

• Sigmoid

What is the purpose of the loss function in a neural network?

• To introduce non-linearity

• To regularize the model

• To measure the difference between predicted and actual values

• To optimize hyperparameters

What are the parameters that are set prior to the training process in a neural network called?

• Architecture

• Activation Functions

• Loss Function

• Hyper parameters

Which algorithm is used to update the weights of a neural network in the direction of the steepest descent?

• Backpropagation

• Adaline

• Gradient Descent

• Hebbian Learning

What is the process of adjusting the weights of a neural network based on the error in the output?

• Backpropagation

• Hebbian Learning

• Gradient Descent

• Adaline

Which technique is used to prevent a neural network from fitting the training data too closely?

• Regularization

• Optimization

• Normalization

• Standardization

In which field are neural networks commonly used?

• All of the above

• Finance

• Weather Forecasting

• Medicine

Which type of neural network is capable of learning from input-output pairs?

• Semi-supervised Learning

• Reinforcement Learning

• Unsupervised Learning

• Supervised Learning