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Artificial Neural Networks Basics

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Questions and Answers

What is the primary goal of training a neural network?

To update the network weights to provide correct output (correct)

To reduce the dimensionality of the input data

To visualize the relationships between input features

To increase the error between predicted and actual outputs

What algorithm is used to propagate output errors back through the network layers?

Deep Learning

Backpropagation (correct)

Stochastic Gradient Descent

Gradient Descent

What type of data is used to train a neural network?

Noisy data

High-dimensional data

Input/output pairs with known outputs (correct)

Unlabeled data

What is the primary application of neural networks in robotics?

To recognize and respond to sensory data Signup and view all the answers

What is the term for the process of adjusting neural network weights to minimize error?

Weight Update Signup and view all the answers

What is the term for the amount of error between predicted and actual outputs?

Quantifiable error Signup and view all the answers

What is the primary advantage of using backpropagation in neural networks?

It enables the network to learn from its mistakes Signup and view all the answers

What is the term for the process of training a neural network on sample data?

Machine learning Signup and view all the answers

What is the primary application of neural networks in robotics, besides autonomous decision-making?

To enable human-robot interaction Signup and view all the answers

What is the primary goal of using neural networks in robotics, besides autonomous decision-making?

To enable the robot to interact with humans Signup and view all the answers