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Intro to Artificial Neural Networks

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Questions and Answers

What is the primary function of the hidden layer(s) in a neural network?

To learn from the target output during supervised learning

To produce the final output of the neural network

To perform classification of features (correct)

To modify learning weights according to the learning algorithm

What is the minimum number of hidden layers required to solve any problem?

Four

One

Three

Two (correct)

What is the primary characteristic of supervised learning?

Targets are provided with the desired output (correct)

Targets are not necessary

Targets are provided, but the desired output is absent

Targets are not provided

What is the purpose of the output layer in a neural network?

To produce the final output of the neural network Signup and view all the answers

What is the primary application of unsupervised learning?

Clustering Signup and view all the answers

What is the primary characteristic of reinforcement learning?

Targets are provided, but the desired output is absent Signup and view all the answers

Which of the following is an application of supervised learning?

Recognizing hand-written digits Signup and view all the answers

What is the primary difference between supervised and unsupervised learning?

Targets are provided in supervised learning, but not in unsupervised learning Signup and view all the answers

Which of the following neural network models is used for clustering tasks?

Kohonen Signup and view all the answers

What is the primary application of reinforcement learning?

Traffic light control Signup and view all the answers