Artificial Intelligence Programming: Computer Vision

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Questions and Answers

What is the total number of pixels in an image with a resolution of 1000x1000x3?

  • 3 million (correct)
  • 30 million
  • 1 billion
  • 1 million

What is a characteristic of deep learning methods?

  • Single layer of nonlinear processing units
  • Features are not learned
  • Multiple layers of nonlinear processing units (correct)
  • Learning features from lower levels of the hierarchy are formed by higher level features

What is the purpose of the convolution operation in a neural network?

  • To downsample the image
  • To extract features from the output of the previous layer (correct)
  • To add padding to the image
  • To reduce the number of filters

What is the result of building a three-convolutional-layer network with a 3-channel image?

<p>Three feature maps (B)</p> Signup and view all the answers

What is the primary difference between shallow and deep learning?

<p>Shallow learning uses a single layer, while deep learning uses multiple layers (C)</p> Signup and view all the answers

What is the purpose of padding in a convolutional neural network?

<p>To maintain the spatial size of the input data (A)</p> Signup and view all the answers

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