The Ultimate Convolutional Neural Network Quiz

martialdouble-t

Created 6/10/2024

80%

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Sources

https://cs231n.github.io/convolutional-networks/

Test your knowledge of Convolutional Neural Networks based on the Stanford CS231 course. See how many correct answers you can get out of 10!

1. What is the primary function of a ConvNet's CONV layer?

Performing dot products between filters and local regions of the input

Pooling features from the input volume

2. What is the typical size of a filter in the first layer of a ConvNet?

5x5x3

3x3x1

3. What is a significant advantage of ConvNet architectures over ordinary neural networks?

Encoding certain properties of images into the architecture

Reducing the need for activation functions

4. What kind of padding is used in VGGNet's CONV layers?

Padding of 1

No padding

5. Which layer typically contains most of the parameters in a ConvNet?

Fully-Connected Layer

Convolutional Layer

6. What is the main contribution of VGGNet in ConvNet architectures?

Showed that the depth of the network is critical for good performance

Introduced batch normalization

7. What is one downside of the VGGNet architecture?

It is more expensive to evaluate and uses a lot more memory

It requires a specific type of activation function

8. What does the term 'stride' refer to in the context of a CONV layer?

The number of pixels the filter moves across the input volume

The size of the filter

9. Why are memory considerations important when constructing ConvNet architectures?

Modern GPUs have memory limitations

ConvNets use significantly more parameters

10. What is a common size for pooling layers in ConvNet architectures such as VGGNet?

2x2

5x5

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