Neural Networks Unleashed Final Quiz

In PyTorch, what is 'autograd' used for?

• Backpropagation

• Automatically Graduating the tensors onto a different plane

• Gradual Increase of weights

• Its a made-up word

A perceptron is the fundamental unit of which structure?

• Linear Regression

• • Neural network

• Abstract Syntax Trees

• Your Brain

Which dataset is often used for digit classification tasks?

• NumNets

• COCO

• MNIST

• CIFAR-10

What is the primary focus of deep learning?

• Basic data sorting

• Supervised learning

• Learning whatever you learn deeply.

• • Learning complex patterns in data

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

• To switch off neurons thereby "losing" them

• Alters model architecture

• Reduces computation time

• Measures model error

What is a primary benefit of using the Adam optimizer?

• Who is Adam?

• Simpler code

• • Faster convergence

• Increased accuracy on test data

Dropout is a regularization technique aimed at reducing what?

• Size of the neural net

• Overfitting

• Training time

• Underfitting

Convolutional Neural Networks (CNNs) are primarily used in which field?

• Reinforcement learning

• Game development

• Large Language Models

• Image processing

Which neural network is ideal for processing sequence data?

• RNN

• Feedforward network

• GAN

• CNN

What problem is associated with traditional RNNs when learning long sequences?

• Overfitting

• Boiling gradient

• Vanishing gradient

• Bias error