Podcast
Questions and Answers
What is the main mathematical task performed in a Convolutional Layer of a CNN?
What is the main mathematical task performed in a Convolutional Layer of a CNN?
- Dot product (correct)
- Normalization
- Eigenvalue decomposition
- Matrix inversion
What is the purpose of a kernel in a Convolutional Neural Network (CNN)?
What is the purpose of a kernel in a Convolutional Neural Network (CNN)?
- To increase the spatial resolution of the input data
- To reduce the size of the input image
- To decrease the number of features extracted
- To extract features from the input data (correct)
In a CNN, what is the function of an activation function like ReLU following each convolution operation?
In a CNN, what is the function of an activation function like ReLU following each convolution operation?
- It allows the network to learn non-linear relationships (correct)
- It reduces the dimensionality of the feature map
- It helps in feature extraction
- It learns linear relationships between features
Which component of a CNN aims to emulate the organization of neurons in the human visual system?
Which component of a CNN aims to emulate the organization of neurons in the human visual system?
What is the goal of the pooling layer in a CNN?
What is the goal of the pooling layer in a CNN?
What does 'stride' refer to in a Convolutional Neural Network (CNN)?
What does 'stride' refer to in a Convolutional Neural Network (CNN)?
Why is padding used in Convolutional Neural Networks (CNNs)?
Why is padding used in Convolutional Neural Networks (CNNs)?
Which layer in a CNN is responsible for identifying distinct features within the input data?
Which layer in a CNN is responsible for identifying distinct features within the input data?
What is the typical order of components in a Convolutional Neural Network (CNN)?
What is the typical order of components in a Convolutional Neural Network (CNN)?
What does a kernel (filter) do in a Convolutional Neural Network (CNN)?
What does a kernel (filter) do in a Convolutional Neural Network (CNN)?
