Artificial Neural Networks Basics
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Questions and Answers

What performs a specific computation based on the units it's connected to in an Artificial Neural Network?

  • Bias value
  • Weight
  • Artificial neuron (correct)
  • Threshold value

In an Artificial Neural Network, what does the bias unit always have an output value of?

  • 1 (correct)
  • Any real number
  • 0
  • Random value

What is the role of a bias unit connected to hidden and output layer units via modifiable weights in an Artificial Neural Network?

  • Shift the activation function (correct)
  • Prevent weights from converging
  • Affect the steepness of the activation function
  • Control the transfer function

What allows you to alter the steepness of the activation function in an Artificial Neural Network?

<p>Weights (B)</p> Signup and view all the answers

Which element in the Artificial Neural Network is associated with a weight that multiplies the signal transmitted between neurons?

<p>Connection link (C)</p> Signup and view all the answers

In Artificial Neural Networks, what determines the output signal of each neuron?

<p>The activation function applied to the net input (C)</p> Signup and view all the answers

What is the main component in the human neural system?

<p>Neuron Cell (D)</p> Signup and view all the answers

Which of the following tasks is performed by the human brain faster than the fastest digital computers?

<p>Pattern recognition (D)</p> Signup and view all the answers

What type of information processing system is the human brain?

<p>Non-linear (B)</p> Signup and view all the answers

In the context of Artificial Neural Networks (ANNs), what does a bias neuron do?

<p>It represents the offset or threshold in the activation function (D)</p> Signup and view all the answers

Which of the following is NOT a common type of neural network?

<p>Decision Neural Network (DNN) (B)</p> Signup and view all the answers

What type of learning algorithm is commonly used in training Artificial Neural Networks?

<p>Backpropagation algorithm (B)</p> Signup and view all the answers

What activation function is known as the Heaviside function?

<p>Binary step function (C)</p> Signup and view all the answers

Which activation function squashes the neuron's pre-activation between -1 and 1?

<p>Hyperbolic tangent (B)</p> Signup and view all the answers

What is a key characteristic of the binary sigmoid activation function?

<p>Always positive (B)</p> Signup and view all the answers

In which type of application is the radial basis activation function commonly used?

<p>Bioinformatics (A)</p> Signup and view all the answers

What is the main advantage of artificial neural networks (ANN)?

<p>Generalization ability (B)</p> Signup and view all the answers

What does the bipolar step function output when the net input is less than the threshold θ?

<p>-1 (C)</p> Signup and view all the answers

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